{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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BQ388xN6ze3EazuzXzSYzkzdPpn2V9nSt3pW196zFbCr4fQBpaWlkZmZiGAZPPfUUU6dO5cknn7zsNvPnz2fFihUA9OzZk6VLl3Lw4EGaNGnCxo0b2bhxI02aNLlku7Nnz+Lt7V3gmkVEpOQyDIPdJzbQsEprAEK7vMHMVQHUa/c8aQ4LD85Yx5pDCbhbTLx7V1P6NK96hT2WXQpTBeDtnnugWHl8JbsTdl/yutNwsjN+Z/bslJu5YH8E8+bNY/v27QBERkYyevRohgwZQvXq1S8at3r1ajp16gRAly5deO2114iNjSU4OBiA6tWrc//99zN69GgiIiLYuHEju3fvJjw8PHsfTzzxBL6+vgQFBTFp0qTL1jVt2rTsmbAvvvjiknpERKTkcqSc4sWf7mKh4xzTb/qIiKodwM2DhjcM52RiOgM/X82ek8n4Wt346L6WdAyr4OqSXUphqggYhsHkzZMxYcLg0taHJkzZs1MFnQ694447mDJlCgApKSmMGDGCQ4cOMXHiRA4fPsxzzz1Hnz59aNeu3SWn+QIDA0lKSqJ8+fJs3ryZL7/8En9/f1q0aMEXX3yBl5cXbm7/+xb5+OOPadWqVZ7qGjx4sE7ziYiURrt/wfLLcwR4OXDz8+Xg4b+ywhSw/1QyD85YR2xiOsF+VmY+1JpGVQJcXLDraZ2pImB32jmZejLHIAVgYHAy9SR2p71QP9fX15dDhw4RFRXFt99+S61atZg4cWKu47t27crcuXMBWLBgAVarFQAvLy9sNhvNmzcv1PpERKTkSjx3hNPfPwjf3QdpZxhiqcQ3bcdwT8dXAVh/JIE7p60iNjGd2sE+/Di4vYLU3zQzVQQ8LB582/NbEtITch0T5BmEh8Wj2GpatWoVHTt2zH7+3XffMWHCBB577DFmzpxJQEAAX3/9NR988AEAERERtGnTht9//73YahQREddYuuY9Ru+aQZ0MG5+YzJg7PIdPp5dp4Jb1j+wFO07wzLdbyMh00qJ6IJ892JpyPsX3d1hJZzIMI+fpk2tUUlISAQEBJCYm4u/vn/16eno6hw8fplatWnh6ak2ogtLxFBFxveSMZN5e9zY/H/wZgFoOEzNufJ8Kdbpmj/li9RFGzd+JYcBNDUKYfHdzvDyujaVucssE/6aZKcm3p59+ms2bN1/0Wnh4OFOnTnVRRSIiklerjq/ktVWjOJV2ChMmHvSpw1O3zcDTqxyQdf3vO3/sZVrUQQDuiajOG70a4WbRFUL/pjB1lTSR9z+TJ0/O97Y6jiIirpGacpLxvz7ID7ZYAKr7VWdMxzE0r/i/62QzMp28PHcbP24+DsDQbvV4qnPda3INqbxQmMqjC6t3Z2Rk4OXl5eJqSr+MjAwArYouIlKM1m2ezmubJ3H871+999a6nWfajbxoqZ8UWyaDv9rI8v1nsJhNjOvbhH6tQl1UcemgMJVHbm5ueHt7ExcXh7u7O2azpjnzy+l0EhcXh7e390VLL4iISNFISzvDxF8eZHb6MbBAVQe82fxZWjd/9KJxp5PTeejz9eyMTcLbw8KH97agc/2KLqq69NDfZHlkMpmoXLkyhw8f5ujRo64up9Qzm81Ur15dU8YiIkVs09YveHXjuxz7ezaqv7UqL/SciY9vpYvGHYpL4YEZ64g5e57yPh7MGNiapqGBxV9wKaQwdRU8PDwICwvLPkUl+efh4aHZPRGRomZL5sdVYznm7UGIw+CN8Cdp3+rSVmObjp3lkZnrOZtmp0Z5b754uA01yvu4oODSqdSFqcjISL7//nsMw+C9996jc+fOOY775ptveOuttwB48cUXeeCBBwrl881ms27lFxGREs1pOLP6vlr9eLH1MPz3/8DgW6fjF1DtkrGLdp3iP7M3kW53El4tgBkDW1PB1+qCqkuvUrXO1PHjx7nhhhvYs2cPa9euZejQoaxZs+aScWlpaVx33XVs2rQJs9lM06ZN2bNnDz4+V07ZeV1TQkREpKTJsCUz9deHOOjuzge3f3PFSylmrzvGK/O24zSgU/1gPrynBT7WUjfPUmTymglK1XkWi8XC+++/j7u7O06nM9dvklWrVtG4cWMqVKhAUFAQ4eHhrF69OsexNpuNpKSkix4iIiKlTuwWYmbcxBfJe4g6u4P1MctzHWoYBu//uY/hP2YFqf6tqvHpA60UpPKpVB21SpUq0atXL06dOsWwYcN4++23cxwXFxdHUFBQ9vNy5cpx5syZHMdGRkby+uuvF0m9IiIiRc2w2zCtmADLxlPbcPBShUqUbz6QNqE35Dg+0+HklXk7+G5DNADPdKnL8zfX0w1BBVCqZqYA9u7dyy233ML48ePp1KlTjmNCQkKIj4/Pfp6QkEBwcHCOY4cPH05iYmL2Izo6uijKFhERKXT79v+Xu7+KYPvq98FwQMM+DHhoJTd1GJ7j+LSMTB7/ciPfbYjGbIKxdzTmhW71FaQKqFTNTKWlpdG/f3++/vprGjdunOu4du3asXPnTuLi4jCbzezYsYP27dvnONZqtWK16kI7EREpPTKdmXy+bjxT93xFptnEu8HBfNFuDDTum+s28Sk2Hp61ga3R57C6mZl8d3O6NaqU63jJu1IVpr766itOnjzJoEGDsl8bPHgwycnJF73m5eXFO++8kz1zNXbsWK1aLiIiZcKhc4d4ZcUr7IjfASYTnUx+jOrzGQQ3yHWbo/GpPDhjHUfi0wj0duezB1vTska5Yqy6bCtVd/MVB93NJyIiJZEjM4MvF/6HyfEbyHDa8XP3Y3irofSs2wfTZdbt2xZzjodnrudMSgbVynkx6+E21An2LcbKS6+8ZoJSNTMlIiJyLTp6dDmvLnmWzSY7AB2qdOD19q8T4hNy2e2i9p7mya83kZbhoGFlf2Y+1JqK/lorsbApTImIiJRQTkcmsxc+zcSTy0k3m/BxGrwY2oM7urxz2dkogB82xvDy3G1kOg061q3AtPta4OfpXkyVX1sUpkRERFzhXDSkxef6dkxSNK+teZ31JhuYTUTgyRvdp1GlSqvL7tYwDKZGHeTdP/YCcEfzqrx9ZzgebqXuBv5SQ2FKRESkuJ2LhiktIdMGwGpPK+PKl+Pl+LO0S7eRYjIxILQKSRYLXk6DF6p0pv/NEzGbLZfdrcNpMHr+Tr5ccxSAQTfW4cXu9TGbtfRBUVKYEhERKW5p8dlBygAmBQVyyMODSUGBtI09ha9hcF9SMmv9K/DmzVMJDW13xV2m2x08M3szC3edwmSCUT0bMrBDrSL+QgQUpkRERFxqlZcnO/9e73Cn1coqL086nE/nsXNJPHHXT5irtbziPs6lZfDIrA1sPHoWDzczEwc049YmlYu6dPmbTqCKiIi4iAFMLheA6cIqRYbBB+UCMMia7bjSaT2AmLNp3DltFRuPnsXf040vH26jIFXMFKZERERc5MKslHGhnYvJxK6/Z6fyYldsEn2nruJgXCqVAzz5YXB7ImqXL8KKJSc6zSciIlKMDKeTJTu+YmX5cuy0emA2DJz/6I1nNgwmlwug/fl0LnfZ+KoDZ3j8y42k2DKpH+LHzIdbUzlA3T5cQWFKRESkmEQnRRP534dYbjsF/n45jnGaTP+7diqX/fy85ThDv9+K3WEQUSuITx5oRYCX1pByFYUpERGRIpaemc5nOz5jxvYZZDgzsBgG5RwO4i2W/53i+wfThdkpw7hkdurTZYcY+9/dANzWpDIT+jfF0/3K11ZJ0VGYEhERKUJL17xH5KG5HLcnAdCucjuG1uzF4ytezDFIARgmEyfd3LB7BuDx92tOp8GY33YzY+VhAB7uUIuRtzXQGlIlgMKUiIhIEYiJWcPbf71AlJEMQIhneV6MGMHNNW7GZDLxrV8VEhKP5bp9UEANPMrXBrLWkBry/VZ+23YCgFdubcBjN9Qu+i9C8kRhSkREpBDZ0hOZseBJPju7FZvZhJth8IBffZ7oPg1v34rZ4ypVbkGlyi2uuL/E83Ye/2IDaw8n4G4xMb5fU3o3q1qUX4JcJYUpERGRQrJ87SQid04n2kJ2P70RN46jdq2u+drficTzDJyxnr2nkvG1uvHJ/S1pX7dC4RYtBaYwJSIiUhhSz/DLpg+J9rZS0WEwrG5/unccicmcvyUd951K5sEZ6ziRmE5FPyszH2pDwyr+hVy0FAaFKRERkXzKyEjjvGEnwBoAPhUY0vAhKset4/Ee0/DxrZTv/a47nMCjs9aTlJ5JnWAfZj3chmrlvAuxcilMClMiIiL5sGXTdEZumcR1lVoy/taZAITcOJznC7jf/24/wXPfbSEj00nLGuX47MFWBHp7XHlDcRmFKRERkatxLhr+GI7nwQVEV6lEWtwWzqafpZxnuQLveubKw7z+6y4MA7o1DOGDu5trDalSQGFKREQkD+y2VDYvHU2b9V+BPY3rTBbeK9eGiC5j8S1gkHI6Dd75Yy8fLT0IwH1tq/N6r8ZYtIZUqaAwJSIicgWrN33KW1smE2N28gMZ1KnRAW4dT9eQhgXe98G4FN76bTeL95wGYFj3+jzZqQ6mXBb0lJJHYUpERCQXJ1NPMn7DeP448gdYIMgJp24YQp2Ow6GAYed0UjoTF+/nu/XROJwGbmYTkX2b0K9VaCFVL8VFYUpERORf7LZUvto8mWkHf+R85nnMJjN3BzTmyc5v4+9frUD7Tk6388myQ0xffpjzdgcANzUI4cUe9akXknPzYynZFKZERET+Ye2mj3lry4ccshgANAtuxsi2I6kfVL9A+83IdPL12qNM/usACakZADSvHsjwWxrQplZQgesW11GYEhERAU6d2saEP5/md0fC36f0DF5o9Ci3t34Gsyl/C29C1sXlv24/wfg/9nIsIQ2A2hV8eLFHfbo3qqRro8oAhSkREbmm2e1pfPPHM0yNW0Oa2YTZMOjvVYP/9PiIgICCXb+08sAZxv2+h+3HEwEI9rPy3E1hDGgVipsl/wFNShaFKRERuXZlpPHqF+35zd0BZhPhTndeaf8aDev3KdBud8UmMW7BHpbtiwPA1+rGEzfU5pHra+Htob96yxr9iYqIyLXLw5t7AxuzOmkLz9W4ld6d3sJsyf9fjdEJabz35z5+2nIcwwB3i4l7I2rwdJe6lPe1FmLhUpIoTImIyDUj057O7D+fxV6hHg+3GQJAk1s/4A+HDU+/yvne79nUDD5ccoAvVh8lw+EE4PamVRjarR41yvsUSu1ScilMiYjIteHISlb98RzveKbjEbeabg0GUM2vGngH4ZnPXabbHcxYeZhpUQdJTs8EoH2d8rx8y3WEVwsstNKlZFOYEhGRMs2RFItl0WjY9h3XA7dUqkybOrdRxSf/M1GZDidzN8Xw/p/7OZmUDkCDyv68fMt13BBWQXfoXWMUpkREpEzKtKfz3aIX+Do2itnHTxCACVPLgbzT9TXwzt+6ToZhsGj3ad5ZsIf9p1MAqBroxdDu9ejdtCpm9dK7JpXKMDVu3Djq1q3LXXfdleuYTz75hE8//RSTycSYMWPo1q1bMVYoIiKutOX0Fsb89Tx7bWfAzcJ3VcN4vMc0qNoy3/vcePQs437fzfojZwEI9HbnP53rcl/bGni6WwqrdCmFSl2Y6tq1K2vXrmXmzJm5jklNTeX111/nyJEjnDp1is6dO7N///4cx9psNmw2W/bzpKSkwi5ZRESKSXzaGSZunsRPB34CwN8w8WyVLtzZ5R1w88jXPg/GpfDugr0s2HkSAKubmYc71mLQjXUI8HIvrNKlFCt1YWrx4sUMHDjwiuMsFgvp6emkpqZiteZ+O2pkZCSvv/56IVYoIiLFzWG38f3iIXxwajnJZN1N1zesL882f4Ygr/L52ue/GxGbTdCvZSjP31yPSgH5vWRdyqJSF6bywsfHh8cee4xGjRqRlpbGl19+mevY4cOH88ILL2Q/T0pKIjRUHbtFREqLrTtmM3b9OHabs0JUA69KjOj0Ls0qNsvX/tSIWK5WmQxTa9asISoqikOHDnH27FkiIiLYsWMH3t7el4y1Wq2XnbkSEZGSKSHhAJP+GMyPGSfBDH5Og6erdKZ/1wlY8nFKT42IJb/KZJg6d+4c7u7uuLm54e3tTUpKCoZhuLosEREpDE4nvyx+kXExv5Nkzupv19sjhOe7TaN8+bB87E6NiKVgSn2YGj9+PGFhYfTu3Tv7tW7duvH999/TunVr7HY7o0aNwsdHK9CKiJQZx9aQ5GamntPMyJbDaB5+X752o0bEUhhMhqZsLpKUlERAQACJiYn4+/u7uhwREQHOJRzi6PnTNK3aFgAjdisLdn7JzZ3G4OZ+9ReDqxGx5EVeM4G+Y0REpORyOti9cjyPH/gCdzdv5g9Ygq+HL6YqTbmlStOr3p0aEUtRUJgSEZGS6fhG+G0odWI3EVCtMu7YiUs5iW9Q3avelRoRS1FSmBIRkRIl8dwRvln4DI/tWoYbBh5Wfz6q9zAh7Z7G3d3rqvalRsRSHBSmRESkRHAaTn5a/Tbv7/2ac2YTvv6+3F/zVrj5Dar5VbqqfakRsRQnhSkREXG5XfG7GLt2LNvitoHZRF2HiQZdxkCzgVe1HzUiFldQmBIREZdJTDzGlGUjmXN2K07DibebN0/W6sU9rZ/H3f3ShZYvR42IxVUUpkREpNg5HZnMj3qF94/9RsLfs0W31LyFIa2GEOITclX7UiNicTWFKRERKVZ79/3C2JWj2Gy2g9lEbYeJES1fIKLpwKvaT26NiJ+7OYzKAVd3obpIQShMiYhIsUhOjOHDPwYxO+0ITrMJL6fB4OAI7us2GXePvJ/SUyNiKWkUpkREpOgZBt9835ev3c+DyUR3SzmG9phMpZC8L7ypRsRSUilMiYhIkcl0ZuJmdgOTiQfaDGHT+rd4sNlg2rcclOd9qBGxlHTqzfcv6s0nIlJwKcmxfPj7ILabMph1529YzBYwDHBmgiXvF4WrEbG4knrziYhI8TMM2DaH9EUj+SnIgxSzmdXHltCx5k1gMuU5SKkRsZQm+o4UEZFCceLIMiovGQdHV1IBeMW7FuVaP0aHmjfleR9qRCylkcKUiIgUSGryCT5aMJivUg/wwek4rnfzghuH0bPdf8AtbwFIjYilNFOYEhGRfDEMgz+O/MG7a8dy2nYOTCZWVW3I9T2/gMDQPO1DjYilLFCYEhGRq3bo1Gbe2vIha0+uBSDUzZeXw+7mhjbP5Gl7NSKWskRhSkRE8iwt5RQfLRjElyn7yTSZsFqsPNrkUR5q/BBWy5VP6akRsZRFClMiInJFhtPJwpVjeXf/d5yymMBkopN3KC/1+IRqftXytA81IpaySmFKREQu6/DhJby17EXWkA4WE1UdMLzRw9wY8XyetlcjYinrCi1MOZ1Ozpw5g6+vL97eee+xJCIiJdfvvw1iRNwKMk0mPAyDRwLDebj7VDy9Aq+4rRoRy7WiQGEqISGBDz74gJ9++onz589Tvnx5UlJSSE1NpV27djz22GPceOONhVWriIgUs+aelXA3DNqZ/RjeZQKhoe2vuI0aEcu1Jt/tZD799FPGjx/PM888Q//+/QkODs5+z+l0smzZMiIjI/H19WXGjBkEBAQUWtFFSe1kRORadvToMqJiV/Fgu5ezXrCnE73nJ6o1HnDFO+zUiFjKmiJtJzN27FjWrl3L+vXrc9y52WymU6dOdOrUic8//5zOnTuzdu1a3N11blxEpETKSCU+aix3HZ9PutlEw+qdaF21Lbh7Etrk/y67qRoRy7UuXzNTFxJaXn9Azp49S7ly5a66OFfQzJSIXFMMA/b8CguGQ2I0Y8qXI8Y/hBG3fEr1iuFX3FyNiKUsK9KZqdxO2e3cuZNGjRoBMG/ePJxOJ3379i01QUpE5FoSfWwF7y4ZyvMx+6llz4SA6rzUdQxu192OyXz5IKRGxCL/U2jf8WPGjOGdd94hKSmJl156iS+//BKAxYsXM3Xq1ML6GBERKaD0zHRmrInkswNzyTCZyCwfxNSwB+D6Ibh7XP5ubDUiFrlUvi9A/7eQkBB+++03WrVqRdWqVVm2bBk2m42OHTuSkJBQGB9RLHSaT0TKsqXRS4lcF8nxlOMAtMWLETe+S62al7/zWo2I5VpUpKf5cmK326lQoQJ79uzB09OTOnXqsHv3bl14KCJSAsTErObtpS8RlZm1+nhF74q82OxputXpddlTempELHJlhRamevXqRY8ePXA4HNx1110cO3aMJ598km7duhXWR4iIyFWypZ/j8wVPMv3sNmxmE26YuL/xQAaFD8LbPfdTempELJJ3hRamPv30Uz7//HOsViv33HMPBw4coF27drz88suF9REiInIVlq+ZSOSuz4i2AGYTEXgy4oa3qV2rS67bqBGxyNUrtGumygpdMyUipd2J4+sYt/g5/jKSAajoMBgW1p/uHUZe9pSeGhGLXCyvmSBfi4CMGjWKCRMm5Gnsrl27uOmmm7Db7fn5qByNGzeOH3744bJjNm/eTKdOnWjRokWeaxURKQtOrp7EX0YybobBQJ+6zO+/mB7Xv5ZrkDoYl8KgLzdy57RVrD9yFqubmcGd6rB0WGcevb62gpTIFeQrTL300kts3LiRW2+9lV27duU4Jj09nXHjxnHXXXcRGRlZaKufd+3alTFjxlxx3KBBg5gzZw5r1qzhxIkT5DYBZ7PZSEpKuughIlLaHD93OPv/m3d/j6GWSnx/w0SG3DUPH9+QHLc5nZTOiHnb6fb+MhbsPInZBANahRI1rBMv9biOAC91rRDJi3xdM+Xt7c0333zDH3/8weOPP05aWhqtWrWiYsWKpKSkcPDgQXbv3s3dd9/N+vXr8fEpvNtmFy9ezMCBAy875vDhw6SnpzNo0CAOHDjACy+8kOvFkpGRkbz++uuFVp+ISHFKi9vLyAWPsMyZxE99/0s1v2rgF8KD9/2Z6zZqRCxSuArlmqlTp06xc+dOTp8+jY+PD9WrVyc8PLzI7vYYOHAgPXv25K677srx/dWrV3PLLbdw6NAhHA4H1113HadOncLN7dLsaLPZsNls2c+TkpIIDQ3VNVMiUrJl2mDVBxjLJvBYBT82eFoZ3fQZ+jR/PNdN1IhY5OoU6zpTISEhhITkPI3sCoGBgVSrVo2goKxfDlarlfj4+BxrtFqtWK1atVdESo81G6bScNWn+CccwgS8ag3Hdv0Q6tXpnuN4NSIWKVplsoFSnTp1SExMJDY2FovFQmZmJsHBwa4uS0SkQE7G7ebdBY+z0HmOu0lmhG8IdBtLjSZ3QS6BSI2IRYpeqQ9T48ePJywsjN69e2e/5uHhwZQpU+jZsyeGYTBp0iTMV2jaKSJSUtkddr7a/RXTtk7jvPM8ZsPArXJTjJ5fYPLKufG8GhGLFB+tM/UvWmdKREqStVs/563DP3Eo8RAAzfxrM7LR49Svd1uO49WIWKTwFHtvPhERKTynTm5lwqKn+d2RtYBmkGcQL7R8gdvr3I7ZdOlMuxoRi7iOwpSISAliz0jlm4XPMjVuDWlmE2bDYIBfPZ7q+TkB1ktP6akRsYjrKUyJiJQQ6zdN560tH3DAYoDZRLjhzsj2r9Og3u2XjFUjYpGSQ2FKRKQEWP/HEB4+uRAsUM5p8Hz12+jdaSxmy8W/ptWIWKTkUZgSESkBWja+hxZHfiEssC5Pd59GQGCNS8aoEbFIyaQwJSLiAhu3fM6nB+Yyofd3+Lj7YK7akukDFuEeWP2SsQfjUnh3wV4W7DwJgNXNzMMdazHoxjrqnydSAihMiYgUp+STZP4xklfPrSDa3Z3P1o3nmQ6jAC4JUqeT0pm4eD/frY/G4TQwm6Bfy1CeuzmMygFerqheRHKQ7zDVv39/PD09c+x3909eXl706tWL7t1zbnMgInItyLSnY1o/HUvUONwyknnZy4slNZrxQMMHLhmbcyPiirzY4zo1IhYpgfIdpqKiopg8efIVx8XHx3PvvfcSFxenu0tE5Jq0edsXjN0wgb5nz3BPRgpUbckNt47nhqotLhqnRsQipVO+w5SPjw8DBgzI09jly5eTkJBA+fLl8/txIiKlTvz5eN5f9zY/H/kdLPBFYCD9b3wTtxYD4R8trtSIWKR0y3eY+ucPd+vWrYmLi7uo/53T6aRixYqsW7eO2bNnF6xKEZFSxJFpZ86BH5i8eTLJGckA9LVW5rleH+FWrvZFY9WIWKT0y3eY+mdLvzNnzrBu3TqcTidt2rRhw4YNOJ1O2rVrVyhFioiUFlu3f83YDe+w25zV0qVBUANeafsKTYObXjROjYhFyo58/cRmZGRgs9myn5tMJipWrJi1Qze37P/X1LSIXCsS4vcz6Y/B/Gg/BWbwM0w803YE/er1w2L+3xpQakQsUvbk+58/Tz31VGHWISJSKjkyM5i7eCiTYheT9PelDn08KvFct2mUL183e5waEYuUXfkKUx4eHvTv35/169fTunVrDMPA09MTs9mMYRh4e3vjcDioVq1aYdcrIlJixOxfwNAVL7PT7ACzmfpOMyNbv0yzxndnj1EjYpGyL19havLkybz88st07dqV+fPnc+jQoRxP6f3zuioRkbImKDWBM04bvlj4T+VODLhpAm5uWafq1IhY5NqRrzDl5ubGp59+yj333MOaNWtIT0+/6E6+f3I4HGRkZGjRThEp9ZwOO4t2zeamxvdhNpnxbno3753ZQZVmD1KhQn1AjYhFrkUmo4DTR0888QRHjhzJNUzZ7XYyMjJYtmxZQT6m2CQlJREQEEBiYiL+/v6uLkdESggjegOP//kYayyZvN7qJfo2uu+SMWpELFK25DUTFPj+248//riguxARKbnSEmDRaEybvqCjvy/bywViJMVcNESNiEWubVrMREQkB05HJj8veZmq2+fRJvEMAPfUvI3bbnieChWuA9SIWESyFDhMZWRk8PTTT2uGSkTKjN2ntjL2vwPZas6kpq87c60N8bhtAu412lMBNSIWkYvlO0ylp6fj5uaGyWRizpw5ClMiUuolZSQxZfMUvtv7HU6zE2+nwV1VbsDUbRK4e6kRsYjkKN9hytvbO/vWXsMwsFhyv7iyRYsWrF27NteL1EVEXMnpyOSXqBG8d3oVCRlZPfJuCe3CkMaPEVKxMU6nwfytsWpELCI5yneYio+Px83NDYvFQvXq1Tl+/HiO49LS0mjQoAFbt26lefPm+S5URKQo7N37M2NXvc5msx2AWgG1eCXiFSIqRwBqRCwiV5bvMFWuXLns/zcMA6s1a6G6jIwMVqxYQZcuXQCwWq2MGjWKmjVrFqxSEZFClJwYzYcLBjH7/FGcZhNeToPBFdtyX7cPcXe3qhGxiORZgX8jOBwOnM6sPlM7d+7kzjvvpGXLltlhCmDw4MEF/RgRkUJhOBz8unQkE478QrzFBCYT3S1BDO0xmUoh4X83It6iRsQikmcFDlN2ux2bzQaAp6cnb7/9Nr179y5wYSIiReH0ug954+h80i1majpNDG/6FO1bPMHZ1AzG/LpLjYhF5KoVaAX07du343Q6WbRoET179rzoIkyHw0FmZib169fHw8OjUIotDloBXaTsyXBk4GH5+/eQ/TyzZl6PvXI4D9z8AU6zlxoRi0iO8poJChSm/P39qVChQnZD45iYGEJDQzEMg+joaKpXr87ChQupW7dufj+i2ClMiZQhhsHvS19j/NFfeKfbp7Ss3DrrdaeDTMOkRsQiclnF0k7GarVy6NCh7OfBwcHZz8uVK3fReyIixerkDvjvUNal7uG0vx9frImk5R0/ZjUi3nNGjYhFpNAUKEyZTCbOnj3LPye3/vn87NmzmEwmAgMDC1SkiEhepSafIHXZO1TcMAsMB89afahWsxX3d5usRsQiUiQKFKbS09OpUqVK9kroFouFmjVr4nA4cDgcVKxYEX9/f+Lj4wurXgDGjRtH3bp1ueuuuy477syZM4SHh/PBBx9ccayIlG6G08kfy1/n3YNzCbOlM81wYGrQi8Dub9HJXo5n5qgRsYgUjQKFqaSkpMKqI8+6du3K2rVrmTlz5hXHPvroo/j6+hZ9USLiUocSD/HWmrdYe3ItWEx4WL1I6D8TR7Vb/m5EvF2NiEWkyJS6lecWL17MwIEDrzjuo48+onbt2lc8xWiz2bKXdgDXBEQRyZ+0lFN8vGsWX+ydTaYzE6vZnUf9G3FXp4nMXHuG6bOj1IhYRIpcgXohOBwO3n333VzfP3LkCE2aNOGDDz4oyMdctT179jBr1iwiIyOvODYyMpKAgIDsR2hoaDFUKCIFYTidLFz2Br3mdGXG7i/JdGbSqVon5vT8CWuFN+j2wSYm/3WA83YHzasHMueJdkx/sLWClIgUiXzPTB0+fBir1cqrr77KsGHDmD9/PvXr16d+/frZY9zd3bnpppt4/vnnue2226hTp06hFH0lP/zwAzabje7du7Nnzx7Wr19P3bp1adas2SVjhw8fzgsvvJD9PCkpSYFKpAQ7fGgxkcteZrUpHSwmqjpNvNhpAilJjRj4qRoRi0jxy1eY+uuvv7j99tsZP348np6eAEybNo1FixbRqVMnnnnmGW6//XbOnDnDTz/9xJAhQ4otSAGMHDmSkSNHAjBw4EB69uyZY5CCrOUdLvQVFJGSKy01jk9/H8TMlL1kmkx4GAYPBzalUf03mfBrLNuPbwbUiFhEil++ftO0b9+e5cuXM3jw4OzVzX///XdOnz5N7969eeaZZ2jevDk33HADTzzxBO+8806hFv1P48eP5+effy6y/YuI6yUfWsId33Vmeuo+Mk0mOpp8eb/ZRNYmPMvAWbvZfjwRX6sbQ26ux9Jhnbg3ooaClIgUm3zNTJ07dw5/f3/27t1LZmYmCxcu5Pjx4+zfv58VK1YQFxdH1apVcXd3p3v37oVd80V38g0dOjTPY0WkdPKrUJ+WtgywWhlc616iTnXnwe9iMYw4NSIWEZfLVzuZwYMH88knn+Dn50dqaiqtWrWiRo0a1KtXj1atWnHTTTfh7e3NZ599xvDhw1m4cGGup9lKGrWTEXG982nxzFj+Knd0GEkV3yoAxOz8g5kH/Pli3Tk1IhaRYlGkvfkyMjJwd3fHZDIRHBxMXFwcAAcOHMh+3cPDg0qVKjFp0iQmTZrEpk2bSsVK6ApTIi5kGLB7Pi+teIX/Wk10LR/OuO5fqBGxiLhEkfbmu3CdFHDRXTLt27fPbnyclJREzZo1WbFiBXv27NHdNCJyeWcOwO/D4OBfPOruzrbKlalpD6PTu1FqRCwiJVqBF+3858SWYRjs2rULAKfTiY+PD/v27WPatGkF/RgRKaPS0xKYsWAwtph1PJ+QgGHxwBL2GOboG5i4zwGkqxGxiJRohbIC+tmzZ3E6s65hSE1NxdvbG7PZzLJlyy5ad0pE5J+WRi8lcvGzHDc5MPv7cLPXdXxse4RfNnkBDjUiFpFSocBh6ty5c1SsWBGTyYTJZMLPzw+TyUTVqlVp2bIlAwYMoF+/flgs+kUoIllikmN4e93bRMVEgQlCHAbNMm+i56GugFmNiEWkVMnXBeiXYxgGCQkJ7Nmzhz///JPPP/8cf39/tmzZUioClS5AFyk6tvNn+XzBk0xP3oPNyMRislDL/Vb27mhKmsNXjYhFpEQp0rv5rkZ6ejp//vknt99+e1F+TKFRmBIpGsvXvEfkrs+J/vvfVFXcG3DswG2cT6sAqBGxiJQ8RXo339Xw9PQsNUFKRArf8Zg1vPPXC/xlJIMFgh0GlRPasfJML8BM8+qBDL+lAW1qBbm6VBGRfClQv4X9+/dz5MgRYmJigKxTfO+//372+4Zh8O2332K32wtWpYiUOnZbMp/8fB99/nyUv4xk3AyDNkmVOHFgBCvP9KF2BT8+uq8FPw5uryAlIqVagU7zBQcH4+7uzs0338ysWbMA8PLy4vz58wCsW7eO3r17U69ePZYuXVo4FRcxneYTKRzOmA3c99s9bPe0cp3NjdPH+3PUFp7diLh/q1Dc1T9PREqwYjvNFxsbC2TNQplMJjw9PbPfa9OmDQcPHiQoSP/qFLkWnEg4QIBfFbzdvdljrsf16RHYEyysT7wTX6sHQ26uzSPX18Lbo8ivMBARKTYF+o12YQVim81GYGBg9ozUP3l7e+PlpbtyRMo0ezpz/3iGt+NW0at6H+LP3MVPW45jGP+Hu8XEwPZqRCwiZVeh/PPQarVitWb9kszIyOCNN97Ifi8lJQWbzVYYHyMiJdH+RfD7MILST3A+JJiV+/5i99EIwKxGxCJyTchXmIqPj+e///0vaWlp2a+Zzf+79uGfM1Rubm7Z11OJSNlx8sQmDi0ZTft9WddDNqQc4dHtWJlyO+3rBKsRsYhcM/IVpr755hsmTJhAZmbmJe95eHgQGRlZ4MJEpGSyO+x8tWAw006vwd1wMs/sxs8Z3ZiU2ZfQypWY1V+NiEXk2pKvu/lsNhtWq5Xg4GDi4uIACAoKIiEhAS8vL+6//34aNGhA7969qV27dqEXXZR0N59I7tadWMfYtWM5lHgIgDrnzSTF3oPNu7UaEYtImZPXTJCv+5IvXB914V+eTqcze5bKzc2N6tWrs3LlSpo3b86wYcPy8xEiUoKcPrmVF/94gkcWPsKhxEMYmT6EnWjB4VPjuOfmfiweciN3NK+mICUi16RCuQDd4XBw0003Ze3QzY2RI0cCEB0dza233orFYmHcuHGF8VEiUozsGal8s/AZpsatIc1sxjBM2M+2hbPdiWjfiM/ViFhEpGBhyjAM3nrrLcLCwvjxxx+BrGB1QWhoKHPnzqVZs2b079+fFi1aFKxaESk26zd9ytgtkzloMcBspna6ieMnBnJb45t47mE1IhYRuaBAYapfv34cPHgwe6FOh8NBSEjIRWPq1avHfffdR0ZGRkE+SkSKSdypbby78D/87jwLFghwOKl6uim+lZ7h3cGN1IhYRORfCtROpizSBehyLUs/sZP+v93FYXc3TIZBeGI57JYXGHLbjeqfJyLXnGJrJ3MlBw8epE6dOkX9MSJSAE6nwa/bTzB+wSn64c2iQDveKXdzX/eH6N6okpY5EBG5jAKFqXr16rF69WrKly+P3W7n7NmzVKxYMft9u93Offfdh2EYrFmzpsDFikjhOnN6F28teJodKV3Yd6wZAPN8X+Hh8KYMaFNLjYhFRPKgQGHKYrEQEBBAfHw8vXr1on79+syYMSP7fXd3d1avXk2rVq0KXKiIFCKHnZN/TuLX3R/yZ5Av3tYf8PVsyhPX11cjYhGRq1Sg35ju7u4kJCTQqVMnDh06xOeff857773Hli1bcHPL2rXD4eDo0aOFUqyI5MG5aEiLz/XtmKPbMUdNoIrtMA8C69z9qRr0EP8ZerMaEYuI5EO+w5TT6cThcBAYGMiDDz7IsWPHiIuLo1WrVlSuXPmiXn3PPvtsoRQrIldwLhqmtITMrObiqz2tjCtfjpfjz1Ivw87EoEC2Wz343naSBMOX3ysN5pV+z1Kjgu7QExHJr3xdEPH7778TEBDAnj17SE1N5aWXXqJKlSrExsZis9lISkoiMTEx+7Fy5crCrltEcpIWnx2kDGBSUCCHPDwYVaE8PatV4Sc/Xw56eDAroCUn7l/JvYNHKkiJiBRQvmamWrZsyfLly7n33nvp1q0b9913H5UrV+bEiRMkJSWxdetWLBYLkLWwp9aYEil+q7w82fl366cT7lk/6g1sGYyIT6Dpg19gqlLThdWJiJQd+QpTFStWpGLFilgsFmbMmMGTTz6J1WqlWbNmPPjgg4SGhlK7dm3q1q1b2PWKSB4kmUyMqFAeDANMJjAMKmc6+Cb25N8/9FrqQESksBTovueMjAxq1KjB0qVL8fX1ZceOHSxcuJD//Oc/dO7cGT8/P3r06MGuXbsKq14RuQzDcLLAx5tbQ6uQ4GbJClIAJhMn3N1Y6+Xp2gJFRMqgAt3N98QTT2A2mzGbzUyaNInAwEACAgIYMmQIAKdOneK9996jS5cubNmyhUqVKhVK0SJyqUNHV/PGH0+ysWKFrBcuzEr9zWwYTC4XQPvz6ZqXEhEpRPmemYqJieHTTz/l5MmTACQnJ3Pq1CkARowYwYQJE/Dw8ODtt99m0qRJhRqkxo0bxw8//HDZMbNmzaJZs2Y0bdqUb7/9ttA+W6TEcdj58IcH6f/XY2y0ZmK50CHqX6uWO00mdlqtrNLslIhIocp3mOrXrx/t27enbt26ZGRkcM899/Ddd98BcNNNN7Ft2zbq1q1Lv3798PX1LbSCu3btypgxYy47JjMzk5deeomoqCh+++03nnvuuVzHXrj78J8PkdLC4TT4ZMlukmPWYjObaHgeatntmHJpuWn6e3ZKLTlFRApPvsPUyJEjmTZtGgAzZ87E09OTV199FYAuXbowa9Ys9u7dS/ny5Qt1aYTFixdz1113XXZMRkYGEyZMIDAwEKfTedm+YpGRkQQEBGQ/QkNDC61WkaKSmHyc1Ud3M+Dj1by1KJodcffSM70dH9w2h7MWC0Yu3/OGycRJNzfsngHFXLGISNllMgrpn6hxcXEEBwfn+J7T6bxoEc+CGjhwID179rxiqEpNTaVPnz48/PDD3H333TmOsdls2Gy27OdJSUmEhoZesUO0iKtsXjuZ53Z+jCPTn5hDL+NrtTK6VyPubFEVk8nEyRObSEg8luv2QQE1qFS5eTFWLCJSOiUlJREQEHDFTFBoDbhyC1JAoQapvDp58iR33HEHQ4YMuWzoslqtWK1qoSGlQGIMtl+GUOPQQhzVKuNjSqZ5TTMf9L+e0CDv7GGVKregUuUWLixUROTaUia7mTqdTvr168eYMWPo2rWrq8sRKRC7PZ3FS0Zw07pvsWamYjYs3Hy8ESHtX+Gxzk2xmHVvnoiIKxX/lFEhGz9+PD///PNFry1atIht27YxatQoOnbsSMeOHbPvOhQpTTbu/oG7vopg2Ik/WebhZIOzHk/5TaLfI58xqGszBSkRkRKg0K6ZKivyen5UpCgl2hJ5b+N7/Lj/RwDKZTqpc6o5dcNfZkj3Bni6W1xcoYhI2Vfs10yJSMEZhsGv2z7j3d1fcNZ2FoCq50Ixpd3NYwNuoX2dCi6uUERE/k1hSqSEOHJ8PWP+eoa1zhQAHOkh2E7eQcPrOjCqVyMCvNxdXKGIiOREYUrExTLs6Xy28D9Mj1tDhsmE1WlQI74eB9Ie5d07mnNbeGVXlygiIpehMCXiQut3f88ba8dyxOQAk4kmaSbiTtyLd43OLHy8KSH+av0iIlLSKUyJuMicXx7hzYR1YIKgTCe1TzdhTep9DL+tMfe3rXHZlftFRKTkUJgScZG2XjXxc6yhUYoPW08+RnyVBvzySDPqViy8XpYiIlL0FKZEismh2A0sPrKAx9qPZNWBM7y4rg010hwsdrTmP53r8nTXMNwtpX7pNxGRa47ClEhRczpJWP8RA3ZPJd1kYtuJ6vyyvjwAlvI38sOAZrSoXs7FRYqISH4pTIkUpbi98MuzBB1bTb+gQHa6B7DuwDmgPHe3qc7I2xrgY9WPoYhIaabf4iJFICH5BO8teIKBB9ZR13Yeu9kLW9xtrLB3p5yvN5/dE07XBiGuLlNERAqBwpRIIXIaTn7a8QUTNkwgyQzRQX48ndCEZxPv5TjBdGsYQmTfJpT3tbq6VBERKSQKUyKF5OC5g7yx+g02nd4EZqhnd2KOv5W7km7Gx8ONd3o1ol/LalryQESkjFGYEimgdPt5Pln8PJ/HrSXTmYmnxYua9q7sOdCMZHxpVaMc7/VvRvXy3q4uVUREioDClEgBrNr9A2+uHUuMKROAxoHt2LfrZtYneuNuMfHizfV44oY6WMyajRIRKasUpkTy4Uzycd75YxC/px4BE1TMdHCLsw1TVvcGIKyiL+8PaEbjqgGuLVRERIqcwpTIVXAaTn5Y8w4T935NsgnMhsGdTn92xD/OlIRgAB7uUIsXe9TH093i4mpFRKQ4KEyJXIX9qycyZt9XGCYTDe1OunjdyTs7I3A4oXKAJ+P7NaVD3QquLlNERIqRwpTIFTgNJ2ZTVpuX+k0fYOCWjwkIvI7FiY8TeSBrTO9mVXijV2MCvN1dWKmIiLiCGoGJXMby3T/QZ/YNHEk8DIDhXZ6qjebw7u5BrIoFf083Pri7OZP+r7mClIjINUozUyI5cdgxVk3m650fc9jLg4+WvcrzN05n2A/bWLYvDoAOdcszvl9TKgd4ubhYERFxJYUpkX9wOB1kHFuN139fxHR6J6+4Wfi+WgMal3uY7hOXcS7NjtXNzMu3XMeD7Wpi1pIHIiLXPIUpkb/tObGBN/56lnoJsYyOTwCvICp0eYOYQ4354NdYABpV8WfigGaEhfi5uFoRESkpFKbkmpdmT2Pqlql8tXMWDhMc8fHmmSpdOdTgJZ6dH83xc7GYTfBkp7o80zUMDzddaigiIv+jMCXXtKjoKN5a+xYnUk+ACbplmHih/Vg+OlqfT7/ch2FA9SBv3uvflFY1g1xdroiIlEAKU3JNOpl0nLf/HMyilKy79Kr4VOGVtq8QTCMe+WEne04eAuD/WocysmdDfK36URERkZzpbwi5pjicDr5dN54P9nxFmgkshsED9f+Px1s8zzdrT/LoH+vIcDgp7+PBuDvDublhiKtLFhGREk5hSq4Zu05s4I2/nmNnZiKYIDwjk9caPoxP/cE8MnMbaw8nAHBTg4pE9g0n2M/q4opFRKQ0UJiSMs/usPPeomf45sRynCYTfg4nz3nV5s47PuGn/Q5GT1pJsi0Tbw8Lr/VsyIDWoZhMWvJARETyRmFKyjy3xBj2HFmM09PKLRnwYvs3sdTsydM/bee/208C0KJ6IO8PaEaN8j4urlZEREobhSkpk06mnsTX3RdfD19MQbV4rXovTmSm0L77e0QdTuHFics4nWzDzWziuZvCGHRjHdwsWvJARESunsKUlDm/bJrKm9s+4o4a3Rne+V0Aat0ynkoZDl79726+XHMUgDrBPkwc0Jwm1QJcWa6IiJRypfKf4uPGjeOHH3647JgJEybQpEkTmjRpwsKFC4upMnGpjFRY+CoV/nyT8yaDvceWYnfaAdgSfY7bPlieHaQGtq/Jb89cryAlIiIFVupmprp27cratWuZOXNmrmOOHTvGxx9/zLZt24iJieGWW25h3759uqi4jErOSGb3tq9os2IqnDtGO2C6R11a3zoFp2Fh0qL9fPDXfhxOgxB/K+P7NeX6sGBXly0iImVEqQtTixcvZuDAgZcds3DhQm666SY8PT2pW7cuHh4eHDx4kLp1614y1mazYbPZsp8nJSUVdslSRAzD4M+9PzBuXSSpDhs/J5+gUkAo3DqeiPo9OHwmlec/Ws2W6HMA3BZembF9GhPo7eHawkVEpEwpdWEqL+Li4ggK+l/rj3LlynHmzJkcw1RkZCSvv/56cZYnheB4ynHeWvsWy2KWAVDd4SCh+d1UuvltDA8fvll7lDG/7ua83YGfpxtj+jSmV9Mqmp0UEZFCVybDVEhICOvXr89+npCQQHBwzqd1hg8fzgsvvJD9PCkpidDQ0CKvUfLH7rTz1Y5ZTNv+Ceczz+NmduNR9yo82mUU1tA2nE5O56Vv1rNkbxwA7euUZ3y/plQJ9HJx5SIiUlaVyTDVrVs3IiMjOX/+PDExMTgcDurUqZPjWKvVitWqla5Lg60n1vHGkhfYZ08EoGVIS15r+xq1A2sDsGDHSYb/uI2zaXY83My82L0+D3eohdms2SgRESk6pT5MjR8/nrCwMHr37p39WrVq1Rg8eDCtW7cGYMqUKa4qTwpBUkYSH0S9xJzYFRgmCHQ4GFKzD707j8VkMpGcbueNX3bx/cYYABpU9mfigGbUr+Tn4spFRORaYDIMw3B1ESVJUlISAQEBJCYm4u/v7+pyrmmGYfDH3u95e904zhhZSxz0TncypN2rlGsyAEwm1h1O4IU5W4g5ex6TCQbdWIfnbgrD6mZxcfUiIlLa5TUTlPqZKSmjDIM3fn2AHxK2AFAzw86rwe1pM2AiePpjy3Tw/p/7+XjZQQwDqpXz4r3+zWhTK+iyuxURESlsClNSYnU+F8fPhsFjdk8e6f4pHtXbArD3ZDLPfbeF3SeylrHo17Iar93eED9Pd1eWKyIi1yiFKSkxNseu5XTqSbqH9QaTiRt6fsSCbbOp2HEoWNxxOg1mrDzMO3/sJSPTSZCPB2/d0YQejSu5unQREbmGKUxJibB283Qe3TYJPyy0qNqeYO9gKFeTijcOB+D4ufMMnbOV1YfiAehyXUXG3dmEin6erixbREREYUpcLC0B/nyVVpu/onGVEOo53fDISAPvrLcNw+DnLbG8+vMOktMz8XK3MLJnA+5pU10LcIqISImgMCUucSzxKJ8ue4VXdq/GM+0MFmBmpe5Yb34DvMoBcC4tg1d+2sFv204A0Cw0kPcHNKNWBR8XVi4iInIxhSkpVnaHnRkbJ/HJ7i/IwCDYaucZn+vg9klY/77AHGD5/jiGfr+VU0k2LGYTz3YN48lOdXCzmF1YvYiIyKUUpqTYbDi5gTfXvMmhxEMAtD9v447GA+HGkeCW1Xz4fIaDtxfsYeaqIwDUruDD+wOa0TQ00DVFi4iIXIHClBS5c+nneG/Fa8w7vgSAIM8gXqpxO7fU7YOpwv+aT2+PSeS57zZzMC4VgAfa1WD4LQ3w8tACnCIiUnIpTEmRMQyDX/Z8x/j173D27xXM+9Xrx7MtniXAGpA9LtPhZFrUQSYt3k+m06Cin5V37gqnU/2KripdREQkzxSmpEgcPneIMX89x7rkwwDUzchgVOWuNGv32kXjjsan8vx3W9h07BwAtzapxNg+TSjn41HcJYuIiOSLwpQUKpvDxmfrJjB937fYMfB0OhmU4c4DN32Me51O2eMMw+Db9dG8+esu0jIc+FndeL13I+5oXlVLHoiISKmiMCWF6uclrzDt+B8AdDhvY2SdflTr/Bq4WbPHxCXbeHnuNhbvOQ1ARK0gJvRvSrVy3i6pWUREpCAUpqTADMPInk26o+at/LX/J/p4VqN7348xVax/0diFO08y/MftxKdm4GExM6x7fR7pWAuzWbNRIiJSOilMSb4ZhsFPe77lpz3f8WmvOXhYPHCv24WP3GZCjQ7wj9N1KbZM3vxlF99tiAbgukp+TPy/ZlxXyd9F1YuIiBQOhSnJt5Qdc5m0YSzxZhNzt07n7hZPZr1Rs+NF4zYcSeCFOVs5lpCGyQSPX1+bF7rVw+qmJQ9ERKT0U5iSq5LhyMA9+TSmBS/ht+dXRnh7ccK/Iv2CW106NtPJpMX7mBZ1EKcBVQO9mNC/KW1rl3dB5SIiIkVDYUrybPXxlYxZ+hJPnjrObYkJYHajW4vBcOOL4O510dj9p5J57rst7IxNAuDOFtUY1ash/p7urihdRESkyChMyRWdOX+Gd9e9w3+P/A7ALB8PbvVrjen2SRDS6KKxTqfBzFVHGLdgDxmZTgK93Ym8owm3NKnsitJFRESKnMKU5MppOPlx/4+8t/E9kjOSMQF3p9h4uuVzmNoMAvPFTYdPJJ5n2PfbWHHgDAA31gvm3bvCqejv6YLqRUREiofClORo/9n9vLnkBTYnHwGgQVADRrV+iUY+VcGv0iXj52+NZeS87SSlZ+LpbuaV2xpyX0R1LcApIiJlnsKUXOR85nk+Xv8es/Z9SybgbZj4T+sh3N3gXtzMl367JKbZefXnHczfGgtA02oBvDegGXWCfYu5chEREddQmJJsK6KXM2b5yxy3Z1003iX1PMNr9aZSvQGQQ5BaeeAMQ+Zs5WRSOhazif90rst/utTF3WK+ZKyIiEhZpTAlJKQnMG7pcH4/uQqAkMxMRhjl6HLH11A5/JLx6XYH7yzYy4yVWU2Ma1Xw4b3+TWlevVyx1i0iIlISKEwJpuNbWH18OWazmXtTbTzV/Gl82j4F5ksX1dxxPJHnv9vC/tMpANwbUZ1XbmuAt4e+lURE5NqkvwGvUdHJ0VTzrYbJZKJcrRsZs6QcwZ4VaXjHFAioesl4h9Pgo6UHmbhoH3aHQQVfK+/eFU7n6yq6oHoREZGSQ2HqGvTB2nHM2PMN4ztGclOd28Bs4cb7fgfPnPvkHYtP44U5W9hw9CwA3RuFENk3nCAfj+IsW0REpERSmLqWGAZs/hLT+hk4/Kys3fxJVpiCHIOUYRh8vyGG13/ZSWqGA1+rG6Nub8hdLatpyQMREZG/KUxdA06nnSbl1A5qR42Hoyt5zGSiuUd9Ot40KtdtzqTYGP7jdv7cdQqANjWDmNC/KaFB3sVVtoiISKmgMFWGOZwOvtv1NR9sep8a6Wl8E3sSi7s3np1H0DFiMFhy/uNftOsUL/+4jTMpGbhbTAzpVp/Hrq+NxazZKBERkX9TmCqjdsfv5o3Vb7AjfgcAbobB2bpdqHDbRChXI8dtUm2ZjPltF7PXRQNQL8SXiQOa07BKztdSiYiIiMJUmZNmT+PDLR/y1e6vcBpO/Nx8eDb5PHd1eAtL4zshl2udNh49ywtztnA0Pg2ARzvWYmj3+ni6X7o8goiIiPxPqQtTQ4YM4c8//8RisTBjxgyaN2+e47hPPvmETz/9FJPJxJgxY+jWrVsxV1r8lhz7i7dWvMrJv1cw71GzBy+2fpFgz6Ac14wCsDucfLB4Px8uOYDTgCoBnozv15T2dSsUZ+kiIiKlVqkKUytWrGDt2rVs2bKFqKgohgwZwl9//XXJuNTUVF5//XWOHDnCqVOn6Ny5M/v3789xnzabDZvNlv08KSmpyOovKidTTxK5fCR/nVoLQFV7JiNbPE/HFo9fdrsDp1N4/rstbD+eCMAdzasyulcjArzci7xmERGRsqJUhakFCxbQq1cvzGYznTt3pk+fPmRkZODhcel6RxaLhfT0dFJTU7FarbnuMzIyktdff70oyy4ymc5MZu/6iimbJpFmZOJmGDyYnMYT4YPwavpQrts5nQZfrjnKW//djS3TSYCXO2PvaEzP8CrFWL2IiEjZUKrCVFxcHDVr1gTAZDLh7+9PQkIClSpVumicj48Pjz32GI0aNSItLY0vv/wy130OHz6cF154Ift5UlISoaGhRVJ/Ycp0ZvLgz33ZlpTVH69Zuo1XPetQ794PIah2rtudTExn2A9bWb7/DADXh1Xg3buaUinAs1jqFhERKWtKVZgKCQkhPj4eyFpQMikpifLly18ybs2aNURFRXHo0CHOnj1LREQEO3bswNv70jWSrFbrZWeuSio3p4OWJw9w2Gri+VQ7d94wBnN4v1wvMAf4bdsJRszbTuJ5O1Y3MyNubcD9bWtg1pIHIiIi+WZ2dQFX45ZbbmH+/Pk4nU7++usvIiIicHe/9Pqec+fO4e7ujpubG97e3qSkpGAYhgsqLjyGYbD46CL2J+zLesHNyqAOo5hfrgP9HlmDuWn/XINU4nk7z3+3hae+2UTieTtNqgbw2zPX82D7mgpSIiIiBVSqZqbatWtHu3btaNq0KRaLhZkzZzJ+/HjCwsLo3bt39rhu3brx/fff07p1a+x2O6NGjcLHx8eFlRfc5+vf4/3dM2nqXY0v7voNs8mMd/gAvMMHXHa7VQfPMHTOVmIT0zGb4D+d6/J01zDcLaUqR4uIiJRYJqO0T9kUsqSkJAICAkhMTMTfvwQsVumww+oPObn8HfqFBNLPZmLwI+tx97h8W5d0u4Pxf+xl+oqsa6pqlPfmvf7NaFmjXHFULSIiUurlNROUqpmpa8n2uO0s3/0dT+5cAqd2UAlYYG6GT79JcIUgtSs2iee/28LeU8kA3N2mOiNva4CPVX/cIiIihU1/u5YwyRnJfLB+PN8d+BEDaJZ4mvZe5aDbWHya3XPZC8wdToNPlx9iwsK92B0GFXw9ePvOcLo2CCm+L0BEROQaozBVQhiGwcKjC3l73dvEnY8D4PbkVOrXvRVueRd8Lr8ieXRCGkPmbGXdkQQAbm4Ywri+TSjvW/ruVBQRESlNFKZKgOMpxxm7+k2Wx64EoIZ/DV71DCPi+t5Qu9NltzUMgx82xvD6L7tIsWXi42Fh1O2N6NeqGqbLzGKJiIhI4VCYKg7noiEta32s1fE7GLf3S16ufz+tyl3Hl0d/Z9rBuaQbDtzNbjzS5FEebfIoVsuVZ5QSUjMY8eN2Fuw8CUCrGuV4r38zqpe//DVVIiIiUngUporauWiY0hIybRjApCohHLJaiVzzJhbgwN+tcFqdT+fV6rdRu9lTedrtkj2nGfbDNs6k2HAzm3j+5noMurEOFq0bJSIiUqwUpopaWjxkZjVSXuXlyc6/V1s//HeICnQ4GJpwjl7NnsDU5dUr7y4jk7G/7ebrtccACKvoy/sDmtG4akARfQEiIiJyOQpTxcQAJpcLAMPIviMv0OHg55gTBDmd0LA3mC+/kObmY2d5Yc5WDp9JBeDhDrV4sUd9PN0tRV2+iIiI5EJhqpj8c1bqgnMWC7utHnQ4n37Zbe0OJ1P+OsCUJQdwOA0q+Xsyvl9TOoZd/g4/ERERKXoKU8XgwqyU2TBw/uMOO7NhMLlcAO3Pp5PblU4H41J44bstbI1JBKBX0yq82bsxAd6X9iQUERGR4qcwVQxympUCcJpM7LRaWeXlSYd/vWcYBl+tOcrY/+4m3e7E39ONN/s0pnezqsVTtIiIiOSJwlQRM/6efTIZBkYO6z6ZLsxOGUb27NTppHSG/bCNpfuyFu/sULc84/s1pXKAVzFWLiIiInmhMFXE7EYmJy1uOQYpAMNk4qTFDbuRiQfw+/YTDJ+3nXNpdjzczLzc4zoGtq+JWUseiIiIlEgKU0XMw7cS355OIMHIzHVMkMkNm3sFXp6zhR83HQegURV/Jg5oRliIX3GVKiIiIvmgMFXUAkOpNHg9lf5eAT0nm86Yefrzwxw/dx6zCQZ3qsOzXevh4Xb5pRJERETE9RSmikNgaNbjX2yZDt5buI9Plh/CMCA0yIv3+zejVc0gFxQpIiIi+aEw5SJ7Tibx3Ldb2HMyGYABrUJ59faG+Fr1RyIiIlKa6G/uYuZ0Gny24jDv/rGXDIeT8j4eRPZtQrdGlVxdmoiIiOSDwlQxijmbxtDvt7LmUAIAXa+ryLg7wwn2u3QNKhERESkdFKaK0c9bYllzKAFvDwuv9WzIgNahmHJZMkFERERKB4WpYvTEDbU5kXieRzvWpmYFH1eXIyIiIoVAYaoYuVnMjOnTxNVliIiISCHSQkYiIiIiBaAwJSIiIlIAClMiIiIiBaAwJSIiIlIAClMiIiIiBaAwJSIiIlIAClMiIiIiBaAwJSIiIlIAClMiIiIiBVDqwtSQIUMIDw+nefPmbN68OddxmzdvplOnTrRo0YIJEyYUY4UiIiJyLSlVYWrFihWsXbuWLVu2MGHCBIYMGZLr2EGDBjFnzhzWrFnDiRMnMAyjGCsVERGRa0WpClMLFiygV69emM1mOnfuzIYNG8jIyLhk3OHDh0lPT2fQoEG0atWKxo0bYzKZctynzWYjKSnpooeIiIhIXpWqRsdxcXHUrFkTAJPJhL+/PwkJCVSqVOmicSdPnuTo0aMsWbIEh8PBddddx3333Yeb26VfbmRkJK+//volrytUiYiIXNsuZIErnd0qVWEqJCSE+Ph4IOsLS0pKonz58peMCwwMpFq1agQFBQFgtVqJj48nJCTkkrHDhw/nhRdeyH5+/PhxGjZsSGhoaBF9FSIiIlKaJCcnExAQkOv7pSpM3XLLLQwdOpRhw4axZMkSIiIicHd3v2RcnTp1SExMJDY2FovFQmZmJsHBwTnu02q1YrVas5/7+voSHR2Nn59frqcGCyIpKYnQ0FCio6Px9/cv9P2XVTpu+aPjln86dvmj45Y/Om75V5THzjAMkpOTqVKlymXHlaow1a5dO9q1a0fTpk2xWCzMnDmT8ePHExYWRu/evbPHeXh4MGXKFHr27IlhGEyaNAmzOW+Xh5nNZqpVq1ZUX0I2f39//cDkg45b/ui45Z+OXf7ouOWPjlv+FdWxu9yM1AUmQ7e5FaukpCQCAgJITEzUD8xV0HHLHx23/NOxyx8dt/zRccu/knDsStXdfCIiIiIljcJUMbNarYwaNeqi67TkynTc8kfHLf907PJHxy1/dNzyryQcO53mExERESkAzUyJiIiIFIDClIiIiEgBKEyJiIiIFIDCVBEZMmQI4eHhNG/enM2bN+c6burUqbRp04aWLVuyYMGCYqywZMrrcQM4c+YMVapU4Ycffiim6kquvB43d3d3OnbsSMeOHXnggQeKscKSK6/HbvPmzXTq1IkWLVowYcKEYqywZMrLcTt58mT291vHjh3zvN5fWZbX77dPPvmE1q1b06ZNGxYuXFiMFZZceT12zz//PK1bt6Z9+/asXr26eIozpNAtX77c6NChg+FwOIzFixcbnTt3znFcfHy80bBhQyMzM9PYuXOn0axZs2KutGTJ63G7oHfv3kZYWJjx/fffF1OFJdPVHLfatWsXY2Ul39UcuzZt2hinTp0ybDabMWTIEMPpdBZjpSXL1f6sGoZhrF+/3mjbtm0xVFdy5fW4paSkGFWqVDEyMjKM6Ohoo27dusVcacmT12O3a9cuIywszHA6ncaJEyeM5s2bF0t9+mdCEViwYAG9evXCbDbTuXNnNmzYQEZGxiXj/Pz8WLp0KRaLhcOHDxMYGFj8xZYgeT1uAB999BG1a9emffv2xVxlyXM1xy0tLY3OnTvTsGFD5s2bV8yVljx5PXaHDx8mPT2dQYMG0apVKxo3blwk7aZKi6v5nrtgzpw59OvXr5gqLJmu5rhZLBbS09NJTU3Vcglc3bEzDAOHw4HT6WTnzp2cP3++yOtTmCoCcXFx2U2WTSYT/v7+JCQkXDLO3d2dChUqMHPmTP7v//6Pl19+ubhLLVHyetz27NnDrFmziIyMLO4SS6S8HjeAoUOHsmjRIn744QeGDBlSnGWWSHk9didPnuTo0aNMnz6dxYsXM2TIEDIzM4u73BLjar7nLvjhhx+46667iqO8Eiuvx83Hx4fHHnuMRo0a0aFDB959993iLrXEyeuxa9CgAffffz9dunRh6tSp2SujF7VS1ZuvtAgJCSE+Ph7ISshJSUmUL1/+knFpaWlkZGQwcOBAWrZsSe/evTl06FBxl1ti5PW4/fDDD9hsNrp3786ePXtYv349devWpVmzZsVcccmQ1+OWmprKQw89hMVioW7dupw6daq4Sy1x8nrsAgMDqVatWvYvc6vVSnx8PCEhIcVab0mR1+N2wbp166hYsSLVq1cvrhJLpLwetzVr1hAVFcWhQ4c4e/YsERER7NixA29v7+IuucTI67HLyMjggQce4LXXXsNmszFhwgQqVKhQ5PVpZqoI3HLLLcyfPx+n08lff/1FREQE7u7ul4xbvXo1d999N5DVSDEtLa24Sy1R8nrcRo4cyaZNm4iKiqJHjx68/vrr12yQgrwft7Vr19K/f38A1q9ff00fswvyeuzq1KlDYmIisbGxnDp1iszMTIKDg11QccmQ1+N2gU7xZcnrcTt37hzu7u64ubnh7e1NSkoKxjW+vnZej11aWhodOnTAZrMxf/58br75Ztzcin7eSDNTRaBdu3a0a9eOpk2bYrFYmDlzJuPHjycsLIzevXtnj+vSpQvff/89EREROJ1OPvnkExdW7Xp5PW5ysbwet86dO/Ptt9/SunVrrFYrU6dOdWHVJUNej52HhwdTpkyhZ8+eGIbBpEmTruk70672Z3Xu3LlERUUVf6ElTF6PW7du3fj+++9p3bo1drudUaNG4ePj48LKXS+vxy4wMJBhw4bRtm1bAgMDmTlzZrHUp3YyIiIiIgVw7f7TSkRERKQQKEyJiIiIFIDClIiIiEgBKEyJiIiIFIDClIiIiEgBKEyJiIiIFIDClIiIiEgBKEyJiIiIFIDClIiIiEgBKEyJiIiIFIDClIiIiEgBKEyJiIiIFIDClIiIiEgBKEyJiIiIFIDClIiUSLt378Zms+V5/K5duzhx4kSexiYlJTFr1izS09PzWx5AgbcHcDgcvPLKK2RmZuY65ty5c4wZM6bAnyUiRUNhSkRc5sEHH+Tdd98FYO/evRw+fDj7vfvvv5933nnnkm1iYmLYs2dP9uPcuXMAPP3007z33nt5+txx48bx2muvkZqamudaV6xYQatWrbKf//bbb0RERJCRkcG4cePIyMjI877+aeTIkZw7dw43N7dL3jt+/DiJiYn4+/uzZs0aPvnkk3x9hogULZNhGIarixCRa09ycjJVqlRhzZo11K1blzfeeIOTJ0/y+OOPs2zZMoYPH85LL71EcHAwNpuNQYMGERAQwJ133sn58+epUqUK69at45lnnqFHjx6EhYXRuHFjLBYLZ86cISQkhJUrV17yuevWraNjx454eXlRrly57Nd9fHxYunQpFSpUuGj87Nmz+eabb0hKSmL79u1cf/31nD17lokTJzJo0CDWrVvHwIED8fLyYtq0aVd1DHbu3Mm9997Lhg0bcHNzY/Dgwfzyyy/8/vvvNGnShLFjxzJs2DA8PDxITEykdevWrFq16pIaRcS1NDMlIi7xySef4OXlRd++fbnnnnvo168f69atw8PDg3379tG0aVNq1aqFj48PPj4+mEwmANzd3XnhhReYPn063bp1w83Njddffx2LxcKCBQtYs2YNoaGhPP7445d85pEjR7jrrrt46623SExM5MiRIxw5coRq1apx7733XhJSnE4n3bt3Z9q0abz00kvUrFmTDz/8kG+++YaAgACcTicAH3/8MUOGDLnq2am33nqLN998Ezc3N1JSUli0aBEjRozgyy+/JC0tDTc3Nzw8PAAICAjg6aefZvLkyfk53CJShC6dVxYRKWLbtm3jnXfeYeXKlYSFhWW/vnHjxuxZmCFDhmC1Wrnzzjsv2vbfk+krV67kxx9/ZOLEibzzzjtcf/31JCQkcO+99140bu3atfTv35/bb7+doUOHZr/+448/curUqYteu2Dnzp307dsXDw+P7DDXo0cPICtoHThwgMaNGwNZ1z517NiRTz/9NE/HwG63s3r1ambNmgXA2bNnqVy5Mtdddx2bNm1izpw59O/f/6JtBgwYwM0338zrr7+ep88QkeKh03wiUuxiYmJ4+umn2bp1K+7u7jz66KNUqlQJi8VCo0aN6NOnD5s2beK6667j1KlTF207fPhwli9fztq1a4mIiGDQoEFUq1aNG264gQ4dOnDq1Cnmz5+fHXIu6NWrF3Xr1mXGjBn4+/tjNmdNzF+4yN1qtZKamsrgwYN54403Lqn57rvvpmPHjjz11FNAVniqXLkyp0+f5tixY3h6elKxYsU8H4ODBw/yxBNPsGjRIiDrIvOOHTsyatQoVq1ahZ+fX451hIWFsXv37hyvsRIR19BPo4gUu2rVqjFv3jyGDh1K48aNGThwIGPGjGH8+PE8+eST2cEiISGBBg0aEBQUlH39U2RkJAAVKlRgxYoVAMTFxREZGcn58+cJDQ1l2rRpDBgwgNq1a1O5cmUsFgs///wzJpOJ6dOn89dff1G3bt1L6vrPf/5z0fPTp0/TsmVLPDw8iI2NZceOHXz00UecO3eOb7/9FrPZTHp6OuPGjSMpKYmvvvoqz8fg9OnTF4WvwMBAqlevzkMPPcSbb75JnTp1ctyuQoUKnDlzhkqVKuX5s0SkaOmaKREpdsnJyUybNo0dO3awbNky5s+fz8svv4yvry8jR44kISGBjRs3EhISwu7duy+6kPzmm29m9+7dOBwOduzYwezZs2nQoAFubm6sXbuWqKgounfvzqeffso999yTfVrwwmm6CzNSAF999dUlpwP/+X7FihU5evQonp6eLF++nB9//JGNGzcSHR1Nhw4dCAsL4/Dhw2zYsIFHHnnkqo6Bj48PKSkpF73222+/ceLECZKTk/Hx8aFOnTq8//77F41JSUnB19f3qj5LRIqWwpSIFLv09HSWL1/O8ePH2bNnD+vXr89+z93dHbvdftH48+fPX/T/JpMJm83Gxx9/THh4OPPmzWPq1Kl06NCB1q1b88orr2A2m1m2bNklp8P+eWXDrl27LgpPOfnggw8IDw+nVatWdOrUiZiYGJKTkzEMg+bNmxMVFcXZs2fp1KnTVR2D0NDQi5aCgKzA53Q68fX15aOPPmL06NFMmjQp+32Hw6EwJVICKUyJSLELDg7mm2++oXv37jz++OO8+eab2e99//33NGnShJYtW3Lq1CkaN25MkyZNcDgcF+3D29ubyZMn06hRIwICAqhVqxYbNmxgw4YNTJ48+ZJZnwv+uTjm8uXL6dChw0Xv/zvIbdy4keXLl9O4cWPi4uLo2bMnrVq14tSpU9x444289tpr3H///dkzX3lVrlw5vL29LwlUs2fP5u677yYhIYEOHTpctN9ly5bRrl27q/ocESl6ClMi4lI2m43HHnuMpKQkAO655x727t3L+vXrCQ4OZseOHRw4cACLxZK9jWEY2O12xo4dy4wZM3KcXcot3Dz66KMEBgby66+/smHDBnr37s2CBQuw2Wz07t2bm2666aLxX375JTExMezYsYMqVaowadIkxo0bh9lspnbt2pw5c+aSOw7z6tFHH2XcuHEXvXbixAkqV65MYGAg27dvv2gmLTIyksceeyxfnyUiRUdhSkRcJjY2lhdffBGLxcKTTz7JmTNneOWVVzh48CB2u53Q0NCLxm/atIno6Giuv/56WrduTUhICHfccQdOp5ONGzfSqlUrWrVqxRNPPJG9BtS/PfPMM0yYMIF+/foxadIkfHx8ePnll6lVqxY7duygbdu22WP37dtH586dad++PV26dOHkyZN89dVXbN++na1bt3LPPfdw++23M3nyZJYuXcrDDz98VV//ww8/zKZNm7Lv6Nu2bVv26cJHH32Uhx9+OHufn3/+OT4+PnTu3PmqPkNEioEhIuIiLVu2ND766CNj3rx5xhNPPGGkpaUZEydONGrUqGGUK1fOaNSokVGvXj0jJCTE2Ldvn7Fy5Urj7bffNk6cOHHRftavX2/ceOON2c+XLFli9OzZM/u5w+EwHnjgASMkJMSwWq3GnXfeaWzatCn7fafTacydO9cICwszKlWqZGzdujX79VOnTmWPK1++vHHw4EHjk08+MRo0aGDs2LHDsNlsRtOmTY369esbw4cPv+pjcPDgQaN58+aG3W7PdUx8fLzRtGlTIz4+/qr3LyJFT+tMiYjLZGRkZK/w/W8JCQmcOnWKtLQ0AFq2bJnrfhwOB+fPn7/shdlr164lNjaWLl26EBAQkOMYu93OvHnz6Nev32Wvgfr35x05coQRI0bw4YcfXtSiJq9sNhtWq7XAY0TENRSmRERERApA10yJiIiIFIDClIiIiEgBKEyJiIiIFIDClIiIiEgBKEyJiIiIFIDClIiIiEgBKEyJiIiIFIDClIiIiEgBKEyJiIiIFICbqwsoaZxOJ7Gxsfj5+V22nYSIiIiUbYZhkJycTJUqVTCbc59/Upj6l9jY2Es61YuIiMi1Kzo6mmrVquX6vsLUv/j5+QFZB87f39/F1YiIiIirJCUlERoamp0NcqMw9S8XTu35+/srTImIiMgVL/vRBegiIiIiBaAwJSIiIlIAOs13lRwOB3a73dVllHru7u5YLBZXlyEiIlJgClNXISUlhZiYGAzDcHUppZ7JZKJatWr4+vq6uhQREZECUZjKI4fDQUxMDN7e3gQHB2sNqgIwDIO4uDhiYmIICwvTDJWIiJRqClN5ZLfbMQyD4OBgvLy8XF1OqRccHMyRI0ew2+0KUyIiUqrpAvSrpBmpwqHjKCIiZYXCVDHYFnOOuz9Zw7aYc64uRURERAqZwlQx+HHTcVYfiufHTcddXYqIiEiZUhImLBSm8sEwDNIyMi/72H86mfVH4tlwJIH5W2MBmL81lg1HElh/JJ79p5Mvu31e7hicOXMmVapUoWPHjnTs2JFHH32UmJgYevToQYcOHejfvz/p6ekMHDiQRo0aATBnzhxMJhNHjhyhZs2atG3blvbt29O5c2eOHDlSlIdNRESk0JWECQtdgJ4P5+0OGr72x1Vvl5CawV0frc7T2F1vdMfb48p/PH379mXKlCnZz/v06cMjjzxCv379ePHFF/nkk08A2LNnD6mpqWzcuPGi7X/99VcqVKjAzJkzGTNmDNOnT7+Kr0hERKT4xZxN42yqHZMJfvl7wuKXrbHc1bIahgHlfNypVs672OpRmCpDnE4nixcvZu7cuQDcd999HD16lE2bNtGoUSO2bNnCpk2baNy48SXbnj17Fm/v4vvGExERya+Oby+55LWE1Ax6Tl6R/fzIuNuKrR6FqXzwcrew643uVxy3KzYpx5moHwa1o2GVyzdR9nLP23IB8+bNY8eOHQB06dIFf3//7KUGwsPDCQ8PZ+7cuURERLBhwwaSk5MpX7589va9e/fGYrFQvXp1Jk6cmKfPFBERcaWJA5ox9PutZDr/d0nMhf9zM5sY369psdajMJUPJpMpT6fgPP8ORCYTGMb//uvpbsnT9nlxxx13ZJ/mO3/+PBMmTMh+77fffmPXrl0ARERE8NlnnxEWFkZ0dHT2mJ9//pkKFSoUSi0iIiLFoU/zqtQs702fqasuee+npzrQuGpAsdajC9CLUHlfD4J9rTSpGsDYOxrTpGoAwb5Wyvt6FMnneXl50bhxYxYuXAjA/Pnz8ffPmgGrW7cu+/bto02bNkXy2SIiIsVp98nki567cvlCzUwVocoBXqx4uTMeFjMmk4l72lQnw+HE6lZ4K37/+OOPbNmyJfv5jBkzePLJJ3nttdeoWbMmDz30EKtXZ51qbNOmDW3atMm+pkpERKS02hZ9DoBAL3eG9ajPd+ujOXEuvcgmLC7HZKhr70WSkpIICAggMTExe1YHID09ncOHD1OrVi08PT1dWGHZoOMpIiIF0Xl8FIfPpDLl7ub0bFoFwzAKfcIit0zwbzrNJyIiIqXKwbgUDp9Jxd1i4sb6wUDW9cyFGaSuhsKUiIiIlCqLdp0CoG3t8vh5uru4GoUpERERKWUW7z4NQNfrKrq4kiy6AL2onIuGtPjc3/cuD4GhxVePiIhIGXA2NYMNRxMA6NogxMXVZFGYKgrnomFKS8i05T7GzQr/2ahAJSIichWW7D2N04DrKvkRGlQyOnfoNF9RSIu/fJCCrPcvN3MlIiIil8g+xdegZJziA81MFUxGas6vZ57P2/aZ57P2YTKDu1fh1SUiIlIGZWQ6WbovDoCbSsgpPtDMVMG8VSXnx4weedt+Ro+s8V/dla+PnzlzJlWqVKFDhw40b96c8ePHZ783duzY7IbGUVFRBAUF0bFjRzp27EjPnj0BSExMpF+/frRv355bb72VuLg4Ro8ejZ+fH06nk3Xr1mEymYiKiqJTp040a9aM9u3b065dOzZt2pRrXW+//TYdO3bE09OTtm3b8sADD+Tr6xMREfmntYfjSbFlUsHXStNqga4uJ5tmpkq5vn37MmXKFDIzM2nQoAEDBgzgxIkTzJ49+6Jx7du359dff73otVGjRtGmTRuGDRvG1KlTiYyMxN/fn5SUFPbt28fGjRsvGj99+nRatWpFVFQUL774IosWLcqxppdeeomXXnqJmjVr8uuvv6r3n4iIFIoLp/i6XBeM2ezC/jH/ojBVECNic3795La8zU49vAAqhWed5iugtLQ0MjMzMQyDp556iqlTp/Lkk09edpv58+ezYsUKAHr27MnSpUs5ePAgTZo0YePGjWzcuJEmTZpcst3Zs2fx9i4ZF/2JiMi1wTAMFu3OWl+qJJ3iA4WpgvHwyfl1tzxe/+Tmlfs+8mjevHls374dgMjISEaPHs2QIUOoXr36ReNWr15Np06dAOjSpQuvvfYasbGxBAdnrRxbvXp17r//fkaPHk1ERAQbN25k9+7dhIeHZ+/jiSeewNfXl6CgICZNmlSgukVERK7G3lPJxJw9j4ebmY5hJeuMh8JUKXfHHXcwZcoUAFJSUhgxYgSHDh1i4sSJHD58mOeee44+ffrQrl27S07zBQYGkpSURPny5dm8eTNffvkl/v7+tGjRgi+++AIvLy/c3P73LfLxxx/TqlWrYv36RERE4H+n+DrWrYC3R8mKL7oAvSh4l89aR+py3KxZ4wqRr68vhw4dIioqim+//ZZatWoxceLEXMd37dqVuXPnArBgwQKs1qyavby8sNlsNG/evFDrExERya8Lp/hK0pIIF5SsaFdWBIZmLchZglZAX7VqFR07dsx+/t133zFhwgQee+wxZs6cSUBAAF9//TUffPABABEREbRp04bff/+92GoUERHJSVyyjS3R5wDoel3Jul4KwGQYhuHqIkqSpKQkAgICSExMxN/fP/v19PR0Dh8+TK1atfD09HRhhWWDjqeIiOTVnPXRvDh3G02qBvDL0x2vvEEhyS0T/JtmpiTfnn76aTZv3nzRa+Hh4UydOtVFFYmISFlUkk/xgcKUFMDkyZNdXYKIiJRx6XYHy/efAUrekggX6AJ0ERERKbFWH4znvN1BJX9PGlXJ/VSbKylMiYiISIn1z1N8JlPJWfX8nxSmisHq2NX0/qk3q2NXu7oUERGRUsMwjOz1pUrqKT4o4WFqyJAhhIeH07x580sudP632bNnX9To9+zZs3Tr1o327dvTvXt3UlJSirrcHBmGwaRNkziUeIhJmyahmydFRETyZmdsEieT0vFyt9CuTuGuzViYSmyYWrFiBWvXrmXLli1MmDCBIUOG5Dr2wQcfvKQP3UcffUTr1q1ZtWoVoaGhfPXVV4VeY5o97YqPJceWsDN+JwA743ey/Pjy7O0znZmk2dNIz0wv9NpERERKuwun+K4Pq4Cnu8XF1eSuxN7Nt2DBAnr16oXZbKZz58706dOHjIwMPDw8Lhk7a9YsRo8efdFr7dq1o2rVqgA4nc5cz7PabDZsNlv286SkpDzXGPFNRJ7HXjBu3Tiur3o9JpOJxccWM3TpUFqFtOLzHp9f9b5mzpzJiBEjqFWrFmlpadx7770MHToUgLFjxzJ79mx27NhBVFQUffv2pWHDhkBWG5lff/2VxMREHn30UY4fP05gYCCzZs3iww8/ZMKECSQmJrJhwwYiIiJYsmQJo0eP5ty5c3h7e2MYBh9++CEtWrTIsa7Ro0cza9as7OMPsHTpUiyWkvuDICIiJU9JbWz8byV2ZiouLo6goCAATCYT/v7+JCQk5Hn7Tp06ERYWxs8//8yePXu47777chwXGRlJQEBA9iM0tGhXJY9OjmZV7KpC21/fvn1ZuXIl69ev5+OPPyY6Opp169Yxe/bsi8a1b9+eFStWsGLFiuwefaNGjaJNmzasWrWKnj17EhkZCWT1+Nu3bx8bN268aB/Tp09n1apVREZG8uKLL162rqeeeir781asWKEgJSIiV+VkYjo7jidhMkHn60rm+lIXlNiZqZCQEOLjs9qxGIaR3ZD3anz44Yf89NNP/PHHH/j4+OQ4Zvjw4bzwwgvZz5OSkvIcqNbeszbX9wzD4KE/HmLv2b04DWf262aTmcmbJ9O+Snu6Vu/K2nvWYjYVPNOmpaWRmZmJYRg89dRTTJ069ZJTn/82f/58VqxYAUDPnj1ZunQpBw8epEmTJmzcuJGNGzfSpEmTS7Y7e/Ys3t7eBa5ZREQkN4v3ZM1KNQsNJNjvCv1uXazEzkzdcsstzJ8/H6fTyV9//UVERATu7u553v6///0vv/zyC7/99ht+fn65jrNarfj7+1/0yCtvd+9cH1vitrA7YfdFQQrAaTjZGb+TVbGrcDO74e3ujadb/tupzJs3jxtvvJHbb7+dyMhIRo8ezZAhQ6hevfpF41avXk2nTp3o1KkTb7zxBgCxsbEEBwcDUL16de6//34gqy/fxo0b2b17N+Hh4dn7eOKJJ7jxxhv54osvmDRp0mXrmjZtWvbnHTt2LN9fn4iIXJsW7Sodp/igBM9MtWvXjnbt2tG0aVMsFgszZ85k/PjxhIWF0bt37ytuP2bMGJKTk+nSpQsAt956KyNGjCjqsoGsWanJmydjwoTBpXfvmTBlz04VdM2MO+64gylTpgBZp+dGjBjBoUOHmDhxIocPH+a5556jT58+tGvXLvv03gWBgYHZM36bN2/myy+/xN/fnxYtWvDFF1/g5eWFm9v/vkU+/vhjWrVqlae6Bg8enH39loiIyNVIy8hk5cGss1MKUwU0fvz4i5Y7aNasWa5j/30B+qpVhXdd0tWyO+2cTD2ZY5ACMDA4mXoSu9OOh+XSC+rzy9fXl0OHDgFw5MgRevbsycSJE4mKispxfNeuXZk7dy6PP/44CxYswGrNmkb18vLCZrPRvn377FOtIiIixWXF/jNkZDqpVs6LeiG+ri7nikp0mCqtPCwefNvzWxLSc79gPsgzqFCD1JWsWrWKjh3/12n7u+++Y8KECTz22GPMnDmTgIAAvv76az744AMg61RfmzZt+P3334utRhEREbj4Lr6Suur5P5kMrSJ5kaSkJAICAkhMTLzo+qn09HQOHz5MrVq18PTM/zVOkkXHU0REcuJ0GrR5azFnUmx89UgEHcMquKyW3DLBv2lmSvLt6aefvmRl+vDwcKZOneqiikREpLTbGnOOMyk2/KxutKkV5Opy8kRh6ippIu9/Jk+enO9tdRxFRCQnF07x3VAvGA+3ErvowEVKR5UlwIVFJzMyMlxcSdlw4ThqMU8REfmn7MbGDUv2Qp3/pJmpPHJzc8Pb25u4uDjc3d0xm5VD88vpdBIXF4e3t/dFSy+IiMi1LTohjT0nkzGboFM9hakyx2QyUblyZQ4fPszRo0ddXU6pZzabqV69eqm4S0NERIrH4r9P8bWqEUQ5n+K7472gFKaugoeHB2FhYTrVVwg8PDw0uyciIhdZvKf0neIDhamrZjabdSu/iIhIIUtOt7PmUNZC0V1Lwarn/6SpAREREXG5ZfvOYHcY1KrgQ53gkr/q+T8pTImIiIjLLc5e9bx0neIDhSkRERFxsUyHkyV7s66XKm2n+EBhSkRERFxs07FznE2zE+DlTqsa5VxdzlVTmBIRERGXunCKr3P9YNwspS+alL6KRUREpEy50EKmNJ7iA4UpERERcaHDZ1I5GJeKm9nEjfWDXV1OvihMiYiIiMtcOMUXUTsIf093F1eTPwpTIiIi4jLZp/iuK52n+EBhSkRERFwkMc3O+iNnAbiplF4vBQpTIiIi4iJR+07jcBrUC/GlenlvV5eTbwpTIiIi4hKLdpfehTr/SWFKREREip3d4STq71XPS2MLmX9SmBIREZFit/5wAsnpmZT38aBZaOlb9fyfFKZERESk2F04xdf5uopYzCYXV1MwClMiIiJSrAzDyF4SoTTfxXeBwpSIiIgUqwOnUziWkIaHxcz1YRVcXU6BKUyJiIhIsbpwiq9dnfL4WN1cXE3BKUyJiIhIsco+xdew9J/iA4UpERERKUbxKTY2Hcta9bzrdaV7SYQLFKZERESk2CzZG4dhQMPK/lQJ9HJ1OYVCYUpERESKzaJdZesUHyhMiYiISDGxZTpYvj8OKP2rnv+TwpSIiIgUizWHEkjNcFDRz0rjKgGuLqfQKEyJiIhIsbhwiq9rgxDMpXzV839SmBIREZEiZxgGi7NXPS87p/hAYUpERESKwe4TycQmpuPpbqZD3dK/6vk/KUyJiIhIkbuwUGfHusF4ultcXE3hUpgSERGRIldWT/GBwpSIiIgUsdNJ6WyNSQSgSxlZ9fyfFKZERESkSC3ek9XYuGloIBX9PV1cTeFTmBIREZEilX2KrwzOSoHClIiIiBSh8xkOVhw4A2StL1UWKUyJiIhIkVl54AzpdidVA71oUNnP1eUUCYUpERERKTKL91xY9bwiJlPZWfX8nxSmREREpEg4nQaLd2ddfF5WT/FBCQ9TQ4YMITw8nObNm7N58+bLjp09ezbjx4/Pfh4TE0PHjh1p1qwZ/fv3x263F3W5IiIi8g/bjydyOtmGj4eFtrWDXF1OkSmxYWrFihWsXbuWLVu2MGHCBIYMGZLr2AcffJAnn3zyotdGjx7NAw88wJYtW/D09GT27Nk5bmuz2UhKSrroISIiIgV34S6+G+oFY3UrW6ue/1OJDVMLFiygV69emM1mOnfuzIYNG8jIyMhx7KxZs3j22Wcv2b5Pnz4A3H777SxcuDDHbSMjIwkICMh+hIaGFurXISIicq1adA2c4oMSHKbi4uIICsqaEjSZTPj7+5OQkJCv7cuVK8eZM2dyHDd8+HASExOzH9HR0QUvXkRE5Bp3/Nx5dp1IwmyCzvWDXV1OkXJzdQG5CQkJIT4+HgDDMEhKSqJ8+fJXvX1ISAgJCQkEB+f8B2m1WrFarYVSs4iIiGT56+9TfC2ql6O8b9n+e7bEzkzdcsstzJ8/H6fTyV9//UVERATu7u5Xtf28efMA+OWXX+jRo0dRlSoiIiL/cq2c4oMSPDPV7v/bu/PwJqu8feB39jRpm660lBYKtOyLyFoWBQQURWBcWV533EdftfhThhkdRxGHAZVBZRlH8dVRx3VEcZB933fZEQptWbq3aZI2SZPn98fTbE1T0i1J2/tzXbma5ST59qE0d885zzkZGcjIyED//v0hk8mwcuVKLFy4EOnp6ZgyZco1n//KK6/gnnvuwdKlS9G9e3fce++9AaiaiIiIDOYq7Donji6N79U6t5BxJxEEQQh2EaFEr9dDp9OhrKwMkZGRwS6HiIioxVlz7Aqe+OwgOsVqsHn26Ba7WKe/mSBkh/mIiIioZXIO8fVIaLFBqj4YpoiIiKjJ2OwCNp4Sw9S4NjDEBzBMERERURM6nFOCYqMFEWo5Bqe23lXP3TFMERERUZNxDPGN7t4OClnbiBlt47skIiKigFh/QlxfalzPtjHEBzBMERERURPJLjLhbL4BMqkEo7sxTBERERHVy/rqVc8Hp0ZDp/F/oe2WjmGKiIiImoQjTI1rA6ueu2OYIiIiokbTV1qxN6sYAMMUERERUb1tOV2AKruArvFapMZpg11OQDFMERERUaM5h/h6ta1eKYBhioiIiBqpymbH5tMFANreEB/AMEVERESNtP9iCcoqrIjWKHB9x+hglxNwDFNERETUKI6FOsf0aAeZtPVvbFwTwxQRERE1mCAIbXZJBAeGKSIiImqwcwVGXCgyQSmT4oZu8cEuJygYpoiIiKjBNlT3Sg3tEoNwlTzI1QQHwxQRERE12IaT+QDa7hAfwDBFREREDVRitGD/RXHV85t6tp2NjWtimCIiIqIG2XQ6H3YB6JEYgeRoTbDLCRqGKSIiImoQDvGJGKaIiIio3ixVdmw5U73qeRvcQsYdwxQRERHV256sIhjMVYiPUKFfB12wywkqhikiIiKqN8cQ39ju7SBtg6ueu2OYIiIionoRBAHrqreQaetDfADDFBEREdXT6bxyXCqtgEouxci0uGCXE3QMU0RERFQvjiG+EWlxCFPKglxN8DFMERERUb04h/ja+JIIDgxTRERE5LeCcjOO5JYCaNurnrtjmCIiIiK/bTqVD0EA+nbQISFSHexyQgLDFBEREflt3UkO8dXEMEVERER+qbTasP1sIQAO8bljmCIiIiK/7DpXhAqrDe11avROigx2OSGDYYqIiIj84hjiu6lnO0gkbXvVc3cMU0RERHRNgiBgY/X6UjdxvpQHhikiIiK6puOX9biqr4RGKUNGl9hglxNSGKaIiIjomhwLdY5Kj4NawVXP3cnr+wS73Y7s7Gzk5+cjPDwcycnJiIzkJDQiIqLWbMMpx3wpDvHV5HeYOnPmDN58803s2LEDqampiI+Ph8FgwIULF6DT6TBr1iw88MADzVkrERERBcGVsgocu6SHRAKM7cElEWryK0zNnTsX//3vf/H666/jn//8J2Qyz+69CxcuYP78+Vi6dCm++uordOzYsVmKJSIiosBzbGw8ICUKceGqIFcTeq4Zpv70pz+htLQU+/bt8wpRDqmpqVi+fDnWr1+PO+64A7t27YJCoWjyYomIiCjwNpzkEF9dJIIgCHU1sNlsPkMUAJhMJpSUlCAqKgparfaa7UOdXq+HTqdDWVkZ54IREVGbZ7JU4bq/rIOlyo5fnrsB3RMjgl1SwPibCa55Np9MJsOVK1dQWFjo9diLL76I/v37Y+bMmRg4cCAef/zxFh2kiIiIyNO2s4WwVNmREhOGbgnhwS4nJPk1Z0qj0eBf//oXCgoKMHbsWIwaNQoA8PPPP+Opp57Cddddh7Nnz+K1115r1mKJiIgosJxDfD0SuOq5D36tM6XT6fDUU0/h1Vdfhc1mw2uvvYbly5fjww8/xJUrV/D555/j7Nmz+Omnn5q0uMzMTPTr1w8DBgzAoUOHfLZbtGgR+vbti759+2Lt2rUAgPz8fNx8880YOXIkpk2bBqvV2qS1ERERtXZ2u4CNp8TJ5+M4X8onv5dG2LRpE5YtW4bi4mJEREQgKioKu3fvRkREBKZNm4brr7++SQvbvn079uzZg8OHD2Pz5s3IzMzExo0bvdplZ2dj+fLlOHr0KHJzczFx4kScOXMG77zzDm677TY8++yzmDVrFr766ivMnDnT6/lmsxlms9l5W6/XN+n3QURE1FIdzi1FocGCCJUcQzrHBLuckOV3mLr33nuxYsUKXHfddbh69SpGjx6NgoIChIeHY/Xq1Vi1ahW6deuGGTNmNElha9asweTJkyGVSjFmzBhMnToVFosFSqXSo93atWsxbtw4qNVqpKWlQalU4ty5c1CpVDAYDADESfIqVe2ncs6fP5/Dk0RERLVwDPHd0D0eSjk3TfHF7zD1/PPP4/nnn4dEIoEgCHjkkUcQESHO6J80aRImTZqEoqKiJiusoKAAqampAACJRILIyEgUFxcjMTHRq11MjCstR0dHo7CwEE888QSGDRuGf/3rX4iJicHvfve7Wt9nzpw5eOGFF5y39Xo9UlJSmuz7ICIiaqkc60uN68mFOutyzZhZXl4OQAwdWVlZOH/+PLKysvD+++97tY2NjUVpaWmTFJaQkOAMZ4IgQK/XIzbWe2NF93YAUFxcjPj4eDz00EP46KOPcPz4cdx4441YsGBBre+jUqkQGRnpcSEiImrrcopNOHW1HDKpBGO6M0zV5Zph6u9//zumTJniHDKry8qVKzF27Ngmmew9ceJErFq1Cna7HRs3bsTQoUNrXQh0woQJWL9+PSoqKnD27FnYbDZ07doVJSUlCAsLAwBotVqUlZU1uiYiIqK2wjHEN7BTNKI0ymu0btuuOcw3d+5cLF++HAMHDsSzzz6LadOmefQQCYKAbdu24c0330RYWBg2bNjQJKufZ2RkICMjA/3794dMJsPKlSuxcOFCpKenY8qUKc52ycnJePLJJzF48GAAwHvvvQcAWLBgAZ555hmoVCoolUp8/vnnja6JiIiordhQfRbfeJ7Fd03XXAHdoaCgAIsXL8aqVatgNpsRHx+P8vJy6PV6DB06FLNmzcK4ceOau95mxxXQiYiorSuvtOL619fBahOwMfNGdIlvm4t1+psJ/A5T7mw2GwoKCqDVap2T0FsLhikiImrrVh+9gqc/P4gucVpsnD062OUEjb+ZwO+z+dzJZDKvs+qIiIiodXDMlxrXi0N8/uCiEURERORUZbNj42lxvtRNPXgWnz8YpoiIiMjpYHYpSk1W6MIUGNgpOtjltAgMU0REROTkGOIb26Md5DLGBH/wKBEREZHTuuowdRNXPfcbwxQREREBALIKjThfYIRcKsEN3eKDXU6LwTBFREREAFxDfMO6xCJS3fgFuNsKhikiIiICAKw7wSG+hmCYIiIiIpSZrNh/sQQAMI5byNQLwxQRERFh85l82OwCuidEICVGE+xyWhS/wpTNZsO7777rdX9lZSUAwGw244UXXmjSwoiIiChwOMTXcH73TC1ZsgTHjh3D0qVLnffNmDEDH3zwAaRSKTZs2NAsBRIREVHzstrs2HKmAABwE4f46s2vvflkMhnUajUiIiLw/vvvIzU1Fb/99hvy8vLw8MMPQ6FQQCrliCEREVFLtC+rGOWVVYgLV+K6lKhgl9Pi+J2AZDIZOnXqhFWrVkGv12PSpEn4+OOPsXXr1uasj4iIiJqZY6HOMd3bQSaVBLmalqde3Uk2mw3z5s3D5MmTkZeXh1tuuQWrV69urtqIiIiomQmCgA0nqzc25hBfg/gVpg4ePAhADFMKhQJTpkxBVVUV7r77bvTp0wfZ2dmwWq3IycnBqVOnmrVgIiIiajq/5RuQXWyCUi7FqPS4YJfTIl0zTP3666+YOnUqBEHAyy+/jLfffht2ux0LFizAoEGDMHfuXNx88804f/48JkyYgFtuuSUQdRMREVETcAzxDe8aC63Kr6nUVMM1w1Tfvn1x8eJFGI1G6PV6jB07FiUlJbj//vsxb948zJw5EydPnkT37t1x8uRJXLhwIQBlExERUVPgEF/j+TXMJ5FIEB4ejg8//BDz5s1DdnY2+vTpg2nTpqGwsLC5ayQiIqJmUGQw42C2Y9Vzri/VUPVez0AikeDQoUO4evUq9Ho9Pv30U+f9RERE1HJsPJUPQQB6J0WivS4s2OW0WH6FKbvdDpPJhCNHjmDatGnIyclBRkYGfvnlF3z00UcQBAFWq7W5ayUiIqImxCG+puFXmLJYLCgvL0e/fv2wdetWZGRkQKVS4cMPP8SlS5dQWVmJsrKy5q6ViIiImkil1YatZ8VVz8czTDWKX9P21Wo18vLE2f49evRw3j9gwAAMGDAAdrsd//nPf5qlQCIiImp6u88XwWSxISFShT4dIoNdTovWJHvASKVSXH/99U3xUkRERBQAjiG+sT0SOO+5kZpsQ73c3Fz8+c9/RklJSVO9JBERETUDcdVzccRpfC+exddYfq/ONXXqVOdmx+6XuLg43Hrrrdi6dSs+/fRTrFmzBrt3727OmomIiKgRTlzR43JZJdQKKYZ35arnjeV3mNqyZQvefPNNGAwG5+Xq1av48ssvsWzZMuzevRu33nor2rVjwiUiIgpljiG+kWnxUCtkQa6m5fM7TEkkEjz55JNe9x8/fhzTp08HAERFRcFmszVddURERNTkOMTXtBq0Cc/s2bOhVCohCALkcjmOHj3a1HURERFRM8jTV+JIrric0ZgeDFNNwe8J6IIgOK8vXboUarUaarUay5cvb5bCiIiIqOltPCUO8fVPiUK7CHWQq2kdGtQzpdFo8MorrwAA3nvvvSYtiIiIiJqPc4iPe/E1mWuGqT179kCr1XqsQeHrOhEREYWuCosN284WAuAWMk3pmsN8H330EQYOHIjy8nKYzeY62168eBFSaZMtXUVERERNaMdvhTBX2dEhKgw9EiOCXU6rcc3ks3z5cnz77bfo1asXevbsiR9++AHFxcXo2LEjOnbs6HG9Z8+euOmmmwJRNxEREdXThlPiEN+4nu04stSE/JozNWnSJNx222145513MG3aNIwYMQLvv/8+wsLCPNopFAqkpKQ0S6FERETUcHa7gPXV60txiK9p1WudqRdeeAHDhw/Hgw8+iJiYGCQlJTVnbURERNREfr1UhoJyM7RKGYZ2iQl2Oa1Kvc/mGzZsGI4fPw6ZjCumEhERtRSOs/hu7B4PlZyf4U2pQbPFHUGqsLDQY/0pIiIiCk3rHEN8PTjE19Qadepdnz59UFhY2FS1EBERUTO4VFqBk1f0kEq46nlz8CtMffbZZ1izZg0AQK/XY86cOQAAtVqNuDjXbtPnzp3D6NGjkZOT0wylEhERUUNsrB7iG9gpGjFaZZCraX38ClPz5s3DqVOnAIhn7H366acAxEnpjlMrv/32WwwcOBDnz5+/5npUREREFDjreBZfs/IrTI0ZMwaXL18GAISFhUGp9Ey1L774Iu6++24MGTIEnTp1QlpaWtNXSkRERPVmMFdh97kiAMA4hqlm4VeYGjhwIPLz873ud/RK9e3bF9999x1WrlyJsrKypq2QiIiIGmz72QJYbHakxmrQNV4b7HJaJb/CVJcuXbBp0yY8/PDDePjhh1FYWOj8arfbMX36dEydOhXR0dEoLi5usuIyMzPRr18/DBgwAIcOHfLZbtGiRejbty/69u2LtWvXAgDsdjuee+453HjjjRg1ahRyc3ObrC4iIqKWYt0J1xAfVz1vHn6FqeTkZFitVvTu3Ru9e/eGUqlE7969oVAoMG/ePDz00EMAxCFAo9HYJIVt374de/bsweHDh7Fo0SJkZmbW2i47OxvLly/Hvn378P333+Ppp5+GIAj4+uuvoVKpsGXLFrz00ks4fvx4rc83m83Q6/UeFyIiotbAZhew6bQYpjjE13z8ClMajQYajQaZmZnIzMxEZGSk82t0dDRWr16NmTNnwmazQS6XN8kE9DVr1mDy5MmQSqUYM2YM9u/fD4vF4tVu7dq1GDduHNRqNdLS0qBUKnHu3Dn8/PPPuHTpEsaMGYO3334bQ4YMqfV95s+fD51O57xwOxwiImotDueUoNhoQaRajkGp0cEup9XyK0yFhYX5nAv1+9//HkeOHEF2djZuvfVWAEBBQUGjCysoKEBMjLjcvUQiQWRkZK1DiO7tACA6OhqFhYW4evUqOnfujE2bNqF///5Yvnx5re8zZ84clJWVOS9c1oGIiFoLxxDf6O7toJA1amlJqoNfR1atVjuHv6xWK2w2m8fjHTt2xKZNm6BSqVBcXIzs7OxGF5aQkICiIvHsA0EQoNfrERsbW2c7ACguLkZ8fDyioqLQv39/AEDPnj1x8eLFWt9HpVIhMjLS40JERNQaOLaQGdeLQ3zNye+eqfvuuw8AYDQaMXjwYADwmMgml8vx8ccf45FHHkGHDh0aXdjEiROxatUq2O12bNy4EUOHDoVCofBqN2HCBKxfvx4VFRU4e/YsbDYbunbtimHDhmHLli0AgF9//RXdunVrdE1EREQtxcUiI87mGyCXSnBjt/hgl9OqSYRGbK7Xvn17nDhxAtHRzTMOO3v2bPzyyy+QyWRYuXIl1q9fj/T0dEyZMsWj3dtvv42PPvoIAPDOO+9g/PjxMBqNuP/++3H58mXodDp89dVXfvU66fV66HQ6lJWVsZeKiIharH9uz8LrP51ARpdYfPHYsGCX0yL5mwkaFaZMJhM0Gk1Dnx6SGKaIiKg1mPGP3dh5rgh/mtQLj4zsHOxyWiR/M0GjZqO1tiBFRETUGpRVWLE3Szxpa1xPbmzc3Di1n4iIqJXZcqYAVXYBae3C0SmWq543N4YpIiKiVsZ5Fh8X6gwIhikiIqJWxGqzY9Mpx6rnHOILBIYpIiKiVmT/hRLoK6sQo1ViQEeueh4IDFNEREStiGOIb0z3dpBJubFxIDBMERERtRKCIGC9c74Uh/gChWGKiIiolThXYMSFIhOUMilGcdXzgGGYIiIiaiUcQ3zDusYiXCUPcjVtB8MUERFRK7HhJM/iCwaGKSIiolagxGjB/oviqudjezBMBRLDFBERUSuw6XQ+7ALQs30kkqO53VsgMUwRERG1AhziCx6GKSIiohbOUmXHljMFAICbuIVMwDFMERERtXB7sopgMFchPkKFfh10wS6nzWGYIiIiauEcQ3w39WgHKVc9DziGKSIiohZMEASsOyGuL8UhvuBgmCIiImrBTueV41JpBVRyKUamxQW7nDaJYYqIiKgFcwzxjUyLQ5hSFuRq2iaGKSIiohaMQ3zBxzBFRETUQhWUm3EktxQAcBPXlwoahikiIqIWatOpfAgC0C9Zh4RIdbDLabMYpoiIiFqodSerh/h6cIgvmBimiIiIWqBKqw3bzxYCAMb14hBfMDFMERERtUA7zxWiwmpDkk6NXu0jg11Om8YwRURE1AKtr14SYWzPdpBIuOp5MDFMERERtTCCIGBD9XypcVwSIegYpoiIiFqYY5f0yNOboVHKMKxLbLDLafMYpoiIiFqY9dW9Ujekx0Ot4KrnwcYwRURE1MJsOOVY9Zxn8YUChikiIqIW5EpZBY5d0kMiAcb0YJgKBQxTRERELYhjY+PrO0YjLlwV5GoIYJgiIiJqURxn8XGIL3QwTBEREbUQJksVdpwrAsAlEUIJwxQREVELse1sISxVdnSM0SC9XXiwy6FqDFNEREQthPsQH1c9Dx0MU0RERC2A3S5g4ylx8jmH+EILwxQREVELcDi3FIUGCyLUcgzpHBPscsgNwxQREVEL4Bjiu7FbPBQyfnyHEv5rEBERtQDrT3CIL1QxTBEREYW4nGITTueVQyaVYHT3+GCXQzUwTBEREYU4xxDfoE7RiNIog1wN1cQwRUREFOLWn+QQXyhjmCIiIgph5ZVW7MmqXvW8F8NUKArpMJWZmYl+/fphwIABOHTokM92ixYtQt++fdG3b1+sXbvW47F58+ahT58+zV0qERFRs9h6phBWm4Au8Vp0jtMGuxyqhTzYBfiyfft27NmzB4cPH8bmzZuRmZmJjRs3erXLzs7G8uXLcfToUeTm5mLixIk4c+YMJBIJ9u7diy+++KLO9zGbzTCbzc7ber2+yb8XIiKihlpfPV+KQ3yhK2R7ptasWYPJkydDKpVizJgx2L9/PywWi1e7tWvXYty4cVCr1UhLS4NSqcS5c+dgMBjw9NNP44MPPqjzfebPnw+dTue8pKSkNNe3REREVC9VNjs2neZ8qVAXsmGqoKAAMTHiCq8SiQSRkZEoLi6usx0AREdHo7CwEM8++ywyMzPRsWPHOt9nzpw5KCsrc15ycnKa9hshIiJqoIPZpSg1WRGlUeD6jlHBLod8CNkwlZCQgKIiccKdIAjQ6/WIjY2tsx0AFBcXIywsDJs3b8ayZcswbdo0ZGVl4bnnnqv1fVQqFSIjIz0uREREocAxxDemezvIuep5yArZf5mJEydi1apVsNvt2LhxI4YOHQqFQuHVbsKECVi/fj0qKipw9uxZ2Gw29O/fH+fPn8fmzZvx5ZdfonPnznj33XcD/00QERE1AudLtQwhOwE9IyMDGRkZ6N+/P2QyGVauXImFCxciPT0dU6ZMcbZLTk7Gk08+icGDBwMA3nvvvWCVTERE1GTOFxhwvsAIhUyCG7rFBbscqoNEEAQh2EWEEr1eD51Oh7KyMg75ERFR0Pxj63nM+/kkRqbF4bNZQ4NdTpvkbyYI2WE+IiKitsw1xNcuyJXQtTBMERERhZhSkwX7L5YAAG7ifKmQxzBFREQUYjafLoDNLqB7QgRSYjTBLoeugWGKiIgoxDiH+HpxiK8lYJgiIiIKIZYqO7acKQDAIb6WgmGKiIgohOy7UIzyyirEhStxXXJUsMshPzBMERERhRDHEN/YHu0glUqCXA35g2GKiIgoRAiC4AxTHOJrORimiIiIQsTZfANyiiuglEsxKp2rnrcUDFNEREQhwtErNaJrLDTKkN3xjWpgmCIiIgoRG07mA+AQX0vDMEVERBQCCg1mHMx2rHrO9aVaEoYpIiKiELDpVD4EAejTIRLtdWHBLofqgWGKiIgoyI7mlmL+z6cAADf14BBfS8MwRUREFGRf7c9BsckCABjH+VItDk8VICIiCoLcEhNKjFZIJMAPhy8DACQSABDwa24ZorUKJEdzk+OWgGGKiIgoCEb+dZPXfYIA3P7eDuftC2/dFsiSqIEYpoiIiJqJucqGnGITsgpNuFBoRFaRERcKxUtd5FIJFt7dP0BVUmMxTBERETWCpcqOnJLqsFRoxIUiIy4UmpBVaMTlsgoIgu/napUyGC02r/v/8/QI9Omga8aqqSkxTBEREV2D1WZHbkmFZ2AqEgNUbokJ9joCU7hKjtQ4DVJjtegcp0VqrBapceL1SyUm3P7eDkgk4hCf4yu1LAxTREREAKpsdlwqrXCGJFcvkxG5JRWoqiMxaZQyV1hyD05xWsRqlZCIM8u9mKtsiA9XoX2UGvcOTsG/9+XgSmklYsOVzfVtUjOQCAIzsDu9Xg+dToeysjJERkYGuxwiImpCNruAy6UVzpCUVWhyXs8pMcFq8/2RGKaQoVOsBp3jtOgUq0Vnt9AUH6HyGZiuxVxlg1ImhUQigSAIsNjsUMllDf0WqQn5mwnYM0VERK2K3S7gir7S1bvkNiyXXWSCxWb3+VyVXIpOsZ49S47rCZEND0x1cQ9OEomEQaoFYpgiIqIWx24XkFdeiaxCIy7WGJa7WGSCucp3YFLKpOjoDEwacf5SrBad4rRoH6mGVNr0gYlaN4YpIiIKSYIgoKDc7AxJjuUFxF4mIyqtvgOTQiZBSoxGDEluoSk1VoukqDDIGJioCTFMERFR0AiCgEKDpTosuYbksgpNuFhkhKmWZQMcZFIJUqLDPIbiHL1MSVFqyGXcMY0Cg2GKiIialSAIKDZanOsvOYNT9W2Ducrnc6USIDnaMRRX3btUHZg6RIdBwcBEIYBhioiImkSpyVLrkFxWoRHllb4Dk0QCdIgKqz5LznPyd0q0Bko5AxOFNoYpIiLyW1mF1SMkidfF3qZSk7XO5ybp1B49S+LClRqkxGh4Bhu1aAxTRETkobzS6hyO89hPrsiEYqOlzucmRqqRGqfxWum7Y4wGagUDE7VODFNERG2Q0VzlPYepusep0FB3YGoXoXJbTkDj7GXqFKuBRsmPFWp7+FNPRNRKVVhs3r1L1eEpv9xc53PjwpUePUvidXE+k1bFjw4id/wfQUTUglVabbhYZKpevNJ9LpMJV/WVdT43RqtEaqymxhwmsYcpQq0I0HdA1PIxTAXY0dxSzP/5FObc2gP9kqOCXQ4RtQDmKhtyik3OM+RcvUxGXNFXoq4dVqM0CufZcY595Rw9TrowBiaipsAwFWDfHbyEXeeL8N3BSwxTRORkqbIjp8RzW5QLhWKP0+WyijoDU4RaXmPCt2t5gSiNMnDfBFEbxTAVALklJpQYrbhYbMSX+7IBAN8cyEWXOC2iNAp0idOiV5KO+0ERtXJWmx25JRWuLVEKjciq3lcut8QEex2BKVwld85Zcg9OqbEaxGiVzbIBLxH5h2EqAEb+dZPXfQZzFV5Zddx5WyaVIC5ciXYRasRHqBAfrkJ8hArtIt2uVz8WpuTpxUShqspmx+XSSudQXJZbcMotqUBVHYlJo5R5DMm5T/6OC2dgIgpVDFMB8O6912H210fq/CVqswvI05uRp6/7DBtA/As1PkLlujjDlsrj/litipt5EjUDm13A5dIKV++S25pMOSUmWG2+/6+rFVKxV6mWIbn4CBUDE1ELxDAVAFMHdEBau3BMWrLd67GfnhmJ7okRKDJYUFBuRn55JQrKzeLFYEa+XvzqeKzSaofBXAWDuQpZhcY631cqAWLDxbDl3sPl3svluITzVGciD3a7gCv6Smfv0sUiV2jKLjLBYrP7fK5SLhXPknPbFsVxvV2EikP6RK0MP0EDTCIBBMH1FQAUMikSdWok6tQAdD6fKwgCDOYqZ9jKdwtdHrfLzSgymmEX4Lx94krddWmUMmcvV13BK1ar5E7s1GoIgtgj7D4U57h+scgEc1UdgUkmRUdnYNKgk1twah+pZmAiCpBdl3fhrb1v4eUhLyMjKSMoNTBMBUhsuBLx4Sq0j1Lj3sEp+Pe+HFwprURsuP9n2kgkEkSoFYhQK9AlPrzOtlU2O4qNFjFgGcwocOvhqtkDZrTYYLKIa9VcLDJdowYgVqtEXHjtPVzuQ40RKjmHLCjoBEFAQbm51g14LxQZUWn1HZjkUgk6xmjcepZc15OiwjiMTo1TmgOYinw/rokFolICV08LJAgCFh9cjPNl57H44GIMaz8sKJ87EkGo64Tbtkev10On06GsrAyRkZFN+trmKhuUMikkEgkEQYDFZg+JzT2Njt4uRw+XvrJG8BK/FhrMdZ5tVJNaIa0xp0vtMc+rXaRrbhd3hafGEAQBhQaLc8HKi27LClwsMsJosfl8rkwqQUp0mMdQnOMsuQ5RYeyJpeZRmgO8NxCoqmOerFwF/P4AA1UddlzagSfWP+G8vWzcMozoMKLJXt/fTMCeqQByD04SiSQkghQAaFVyaFVypMZp62xnswsoMVm85nEVuA0vOi7l5ipUWu3IKa5ATnHFNWuI1ih893I5hx7ViAxjb1dbJQgCSkxWjz3knENyhSaUm6t8PlcqAZKjNc6Q5B6akqPDoGBgokAzFdUdpADxcVNRqw5TNrsNBqsBWoUWcqkYSX4r+Q0nik8gOTwZ1ydcDwAoM5fhL7v+gnJLOQxWA8ot5dCb9Sgxl0ACCQQIkEqkWHJoCYYnDQ/45wTDFPlNXL5Bhbhw1TXbVlhsKDR4hi33OV2OyfWFBjOq7OKHZInJitN55XW+rlIm9TyT0cc8r/gIVciEVaqfUpOl9iG5QiP0lb4Dk0QCJOnCqkOSZ2BKidaw95OoiQmCgIoq8Y9ljUIDADBajdiSswUGqwF6ix4Gi8Hrerml3BmKjFbxRKpvbv8G3WO6AwA25mzEkkNLcGf6nc4wJZPIsPbi2jrrsQt2HC86jp2XdzZp75Q/QjpMZWZmYt26dZDJZPjoo48wYMCAWtstWrQIK1eudF6fMGECSkpKcO+998JgMCAiIgLffvstwsPrnmdETSdMKUNKjAYpMZo629ntAkorrLX2cuV7BK9K6CurYLHZcam0ApdKr93bpQtTePVwudbucvWCRWsU7O0KsLIKq1tIMnn0MpWarHU+N0mnFnuYPPaT0yA5WgO1ggGagkQQAIsBsFYAVhNgMbmuWyuA8HZA0nViW2slcOATj6fvUqvwVmw0Xi4qQUbltZfIaQpmm1kMNZbqgGN1Xa8ZehzXF9ywAPGaeADAOwfewcfHP8aDvR9E5qBMAIDerMdL216qdy0Gq8F5PTUyFcOThqOLrovzPo1CgzlD5iBCGYFwRTi0Ci3e3PMmsvRZsAuueY/B6p0K2TC1fft27NmzB4cPH8bmzZuRmZmJjRs3erXLzs7G8uXLcfToUeTm5mLixIk4c+YMli1bhsGDB2PevHmYNWsWPvvsMzzxxBNezzebzTCbXT+4er2+Wb8v8iSVShCjVSJGq0T3xIg621Zaxd4uX71cBQYzCqvvs9jsKKuwoqzCit/yDXW+rkImcZtQ7xm84quHHh3388Paf+WVVucGvB77yRWZUGy01PncxEg1UuM01YtXaj0WsuS/AdWb4xRqQBw6K/rNM+hYjK7b7XoBqdW9GsYiYP0r1Y/VEpL63AGM/WN120JgYZrvGvpPB363rLoeO3DgI1d5ABbHROG8UonFMVEYdjkPHjEg/xQQ1w2QunpXq+xVMFqNPnt/7ky/E2q5GgDw71P/xvrs9bi18634XfrvAACni0/jrh/vqvehLK4sdoYprUKcGlJucY0oRKoiMSRxiDP0RCgjvK8rwxGh8LyukLn2iZyQOgETUid4vK9UIsWMnjOct3dc2oFzZee86gtW71TIhqk1a9Zg8uTJkEqlGDNmDKZOnQqLxQKl0vPst7Vr12LcuHFQq9VIS0uDUqnEuXPnkJGRgQ4dOgAA7Ha7z4Q6f/58vPbaa83+/VDjqRUyJEeLPRB1EQQBZdW9XbUvIeHqASsxWWG1CbhSVokrZZXXrCFCLXcbWlTXWELCdT1Go2wTp8YbzVXevUvVPUyFhroDU3yEqrpnSePRy9QpVgONMmR/NVFTs1W5Qo0iDFBXT/KtKAFy9roFGJNbqDECXUYDXceKbYvPAz8+5/m4e1ga/gxw0yti29IcYOlw3/UMfcIVpuxW4NBnvtvqL7uuK8Kqr0gAhUa87fiq1AA617ynKpkCxh4TYfhtLZKqbNgZpsZxlTh94rhKhS8itJhRLg5/nS84hr/t/DPK5QoYlFqUy+UoF6pQYau792psyli0D28PAMguz8buK7vRI6aH8/EIZUR1tRKEK8IRrgyvNeQ4rysjEKGIQKI20fka9/e+H/f3vh9qmdp5n1ahxT9v/medtTWWIAhYcmiJc65UTRJIAt47FbK/sQoKCpCamgpAnKwdGRmJ4uJiJCYmerWLiYlx3o6OjkZhYSFGjx4NAPjhhx9w6tQpLFmypNb3mTNnDl544QXnbb1ej5SU1jvZry2QSCSI0igRpVEiPaHu3i5Lld3Z2+UZvCo9bueXm2GpsqO8sgrllVU4X1D3gqmO7YF8nc3oHryaMzgczS3F/J9PYc6tPRq8sXaFxea2j5w42dvRy5RfXvcv9LhwpdtK345Vv8X5TFouFBv6bFXewcRiAqI6AhEJYpvSHODMmlp6eaqfc90MIH282Db3APDdLNfrWE1iYHEY/xdgxP+K14vOA5/f47s2udoVpmxVQNYW322tbtMClBpAEyd+9Qg91dcTervaqnViCHM+LrYphg0lsCEmuiuiq5tetpRh3R1vw2CrgMFqdM4HKreUi1/LdsP41VgYrAbnPCOkdMCuCzlYEq2DVBBgr/7g/2eUDtPLjZAAsOhzsV3jCGpmr0nrYVIlwlU6rwAklbh6sSZ2nogeMT3QLbqb875EbSJ2Tt8JrULr0bY+wuRh127UDKx2K64ar9YapABAgICrxquw2q1QygKz0XfI/jZLSEhAUZG4/oYgCNDr9YiNja213b59+5y3i4uLER8vdkG+//77+M9//oNffvkFWm3tZ6qpVCqoVNeeUE2tk1IuRVJUGJKi6v6lIAgCys1V4nCi2zwu9yUkXAumWuq1PZBWKfPq5artrMaGbA/03cFL2HW+CN8dvFRnmKq02pBdbPI+U67QhKv6unvsYrRK5xly7nOZOsVpEKlW1PlcaiRrpdiD49Fr4zYMlTIE0CWLba/+Chz9qkY7tx6fG18G0seJbU/9DHx1v2fQcXf7YmDgg+L1orPAz7N919hhoCtMCXaxF6k2Eilgc3u/sCgg6Xq3wBMGKLWu8JM8xNU2sj1wx4e1t1OEAeooZ9NydQSyH14Fg9XgHBLzuG7OgmHLix73VVRV4L93/NfZy/HG5hew7uI6zB06F9MS+wMALhkvY+Ghd30fh1qo7XZs0YQ5e6Uc8uVy7AxTY0RFJTp0vAGvJ3RDhLEQ4UXnEZF3EhGXjyC8ogzhdjsUd/4T6Fs9XJd3HDj+HyB5OKBwzRHuE9cHfeL6eLyHVCJ19k61NEqZEl9O+hLFlcU+28SoYwIWpIAQDlMTJ07E7Nmz8eKLL2LTpk0YOnQoFArvX8wTJkzA/PnzUVFRgdzcXNhsNnTt2hU///wzfvzxR6xevdpraJCoviQSCSLVCkSqFUhrV/eJDFbHgql6tx4ur0VTXdsDGS02ZFWvvF0XqQSI0Xrvwei5hIQaVpsdlVYbpBIJfjwiDkP8eOQyJl/XHlfLKqGvEHvXnHOYCo24oq9EXSvO6cIU1SHJc/Pd1FgtdBoGJi82qxgOpNXzuwz5QMkFz6BTc+5NVEex7bmNwMH/q72Xx2oS5904emR+/RpY9Xvfddy90hWmis4BO//uu22525CVTFkjSEk8A4rcNayDiCSg15Tae3kUGqCT24rU7XoAD/9So011+JEpXfOaACC2K/DYJljtVhgtRu/QYzXAcOpLj/tsgg2vZrzqfIk52+Zg+6XtmDt0Lm7pfAsAYN/VffjfTf/r+zj4UFFV4TxjTafSIUoV5fF4oiYRt3W5TRwycwybuX+tcV1rKoH8g6GY3i7Ko1cKAKSCgCXROgy3CojQpWBqVI1hSbsdyD8BXNwJdL7Bdf+ZX4CtC6pfRA4kDQA6DQc6jQBShooBtZVI1CZ6DDkGW8iGqYyMDGRkZKB///6QyWRYuXIlFi5ciPT0dEyZMsXZLjk5GU8++SQGDx4MAHjvvfcAAG+88QbKy8sxdqz4S+fWW2/FH/7wh8B/I9TmKGRSJESqkRB57e2BjBZbnQulOq47tgcqNIjLSaCO7YGSUIhoiTghNBFAogSACfjT0tMAgBIhApcR5/W8CLXcbSjOtQFvaqwW0dpW8geJIIhBx+oWUnQpgLz6+8s/Kf5176v3ZuQLgE6ci4nDXwD7PqzRrvq6vQp4ZJ3YMwSIPUJr5/quK7GvK0yV5gDHv/fd1uy2fIhSI4Y2hdY1N8c9yLj1yCCuG5Dxe+9eG8fXxH6utqkjgOdP+A467tr1AO75P6+77YIdJqtJDDslv7kCkN0AobIEE9tPdLZdemQpzhSfwUN9HkK/eLGONRfW4E/b/4RK27XnMjrIJDK8MuwVZw9SRVUFSs2lKDOXOdtEqaKQqE10hRql1hV2aglBWoUWEcoIj16OVzNe9QhtAJASmYK3Rr3ld61QR2HHPStwfNefvB6ySyQ4rlJh5z0rMKK2NaakUiCxj3hx174f0O9e4MIOQJ8L5O4TLzsWA5AAj28V2wCA3eYK+9RoXAG9hmZZAZ1bBlAjVdnsKDZZvM9krHFWo0yfi58kz0Et8b28gBkKvNH5U+gSu3iEphitMrhLRNQWdNwnH3ca4Qo957cAlw/6Pg19ynviqegAsPVvwJ4VrseFGquhP70XiBfXt8Gm+cCWOj4QZ20EkgeK13f8HVjn/UHodP8P4iRpADjyJbDpTR9BRgNkPCUGKkA8cytrS+29PEqNGLrUOtcxA3wHnQYQBAFmmxkGqwEWmwVJ4UnOxzZc3ICrpqu4qeNNzl6Brblb8fmpz2GweM4RMlqNPue0RKmisG3aNuftR355BHuv7sVfR/0Vt3a5VXyv7A14btNzzjZqmdoZbLQKrc8en/t63QdZdUjI1mfDYrMgQZsQckNagiBg+urpOFF0wuck6l6xvfDFbV807P9labbYc3Vhu/i1/Arw0kXX/6GfnhdDl6PnqtNw1x8K5MQV0EMFtwygJiCXSdEuQo12EWr0rqvh5cPAirrXaVLBitfHtweSujesGGMhUFHq1hNTc8Lx/7hO4T7yZfUZWbW0s1aIvTeq6mHTVc8Ahz71/b6Zp4GI6m790/8F9iz13bayzBWmrJWAMd+7jUQmhhub21mHMV2A1FHeAcZx3fGaANDjNiAuvfZeHkUYoHL7xdt/mnjxR7se4sUfPj5krxiuoMxSho4RHZ1DU8cKj2H3ld0ew2RGixHl1nKPEGSwGlBlFxdHTYlIwc93/Ox83eVHl+Nk8Ul0jOjoDFNFFUXYcWmHzxLlErlXb0/NIbJpPaZhfKfx6B3n+uke1n4Yfr7jZ0QoIqBVaqGQ1n84uWNkx3o/J1CafRJ1VEfx4vi5qyhxBSlADFiFp8XLgY/F+6JTXcHquplNGtJbO4ap5sYtA0KbrUqcFAtB/Cvf/bpEKn6QOlSUiHMVamsrlQPh8a62ZZeqP6QFV++BYBevy+Tih7ZD4W9iuHC2rX5tAWLb9v1dba/+ClTqPd/bWYPM8wO8Lof+z7WAIABs+RuQu7fGKejV16sswMsXXb9Yf3oOOPmj79fuc5fruJ3fAhz53Hdbq8kVppynlsMVdNxDit2tRyl5EGCe6Qouiho9Plq3YczBjwC9p3r28ii1gKyWD+f+94oXf8R2FS9NrMBUgEuGS57zg2qbKF193Wg1Iik8CcvHL3e+xsO/PIxcQy4+nfgprmt3HQDgYN5BLD642O86JBD3EHWXkZSBTpGdEK2Odt43MGEgXh/xujP0RCg8e45UMtU1e1bGdxrvdZ9WoXWuY9QaBXwSdVi05+2H/gtk7xJD1cUdwJUj4ry+kgvi/QP+x9X29BoxaMV3Z8DygWEqVOx6H9DGi7/0HfMsCs4Ae1eg1g9vwS5OWnVMRC06B2xZUEfbO4Fek8W2JReANXM8P4idH+CC+LqO/0hll4DvH/fdtvdUIONpsa2xEPjsDs+27td73g6MrZ43Yi4Hlt/gu233icBtC8W2Nivwds8abR3fH8QzkO5yLYCH+SnVAbaWY9HlRnH4xWFBF8BtPoWH5MHArPWu2x9kiF3ltUnoAzzp9tf5J7cDxd4LygEAojsD/3vYdfvrB4G8X2tvG54AzD7jur06E8jZU3tbVSTwQB0hx93+lcBtb7tuXz4EnK1jqwabRexBBQCVTrx4nTlVHWbch9F63Cr+dewxl8ct9LiHv5teERdAVGhqDzru+t7lOoPpWiKTxEszEAQBlbZKn6HHaK3u+ameQJ2oTcQT/V2LB9+x6g5cNlzG57d+ji5RYsD++szXWHqkjl63WrivAA0AcWFxMNvMsLn9W3SP6Y6paVO9J0K7BSDHEFqEMgJh8jCvU+afH/i813t3jOwY0j1AoSyok6g1MWLvao/bxNuVevEPqgs7XGt9AeIfnN/OAizl4pSUjhmu3qvEvpx3VY1hKlT8+pX4NS7NFab0l4B9//D9nPgerjBlKgKOfum7bYLbREVzOXD6Z99tHXM3AKCqEriwzXfbJLctfuxV4l83vjjmmgB1nyINABXuf61JAGOB77YWk+dta4XvU7prfOigXn9k1Wwsqf4rTSL2YrlTaMTeEvfHJdXPUdfoPdLGAeGJNdpWX9fWmCiuSwFMxbW3Vdbjr/iek8VeNsdw3OBHxOBTWy+PUgO4D7FMfV+8+PU+t4sXf6gCO6fFarP67PWJUkVhVPIoZ9u52+eizFyG10e87uyVeffAu/jk+CeoEnzvF1hT79jeHmHKZDU5A5dDXFgcUiJSnJOfa84N0iq0Xr1ANYfNPr3Ve7h0aPuhGNp+qN+1UhujjgTSxokXdxXFQIfrxeF6UxFw6ifxAoh/DA15DLipjrmDbQTDVKjoP13shUhwCzLRqcAN/0/8sJRI4fzwdnx4dhzmaqtLAca/Xkvb6uvuQSayAzDpXd9t2/V0tQ1PAO78p3dbxwd5dKqrbVg0MONrzxrd20a0d7VVaMVTpFGjreO6e5e0VAY8ubOWttX11AwRzx70buO4XrPH43+Pil9r+/5q/sX1/LEaddbhye11P+7u/v/43/aua6wsfPmwf68z8jmPrSmQdpP/NQSZXbA7JzhLJVK004jzmGx2G7777TsYLAbM7DnTOTzyr5P/wqbsTV5zg8x1rCA9rP0wjzC1KWcTyi3lKDGXOMOUXCp3BimpRCoGH7ezv9xDjyMMuU/mBoD3xr4HhUyB9lrX/417ut+De7rXsVglUSCFtwMeWCUO9185LA4JXtwJZO8GzHrxTE8HQwHw7cOunqvkwZ7D960Yz+arocnP5rt8GFhxo/Omz80sH9viOYeFqCFawM+bzW5Ddnk2jFYjesf2ds6n2ZyzGSeLTvocJnOEIccu84A41+bt0eJwpSAI6P9//SFAwKZ7NiEuTOzVm79nPj4/5XveVpg8zCsE9Y7tjecGPuds882ZbyCBBOM6jYNOJZ5JV2YuQ2VVpXNIjJtlU5titwF5x4CwGNd83xM/iIu9OkgV4qKtjjMGOw4NeA90Y/FsvhB0zc0siZpQc/28XdRfRL4pv/ZJ0bXcZ7QaMSZlDF4aIu4kb6oyYfJ/xPl7+/9nP1QycS7WuovrsOrcKr/rqHl2l0QiwS2pt0AulUPi9p1O6jIJ/eL7+VxDSC699q/Bu7p5z8/SqXTOYEXU5khlnifHAECHQeJcTMek9vIrQM5u8bL9bWDqMuC66WLbihJxHqsmxvu1WyCGqQCquZnl0qhI9LSIc3skBQcBW6nzQ6DmX7kjkkY41045XXwahRWFSNWlokO4uC6I3qLHscJjzvY1X8d5u8b9/eL7OT/McvQ5yDPlIVGbiOQIcdXkyqpKnCg64XrdGq/n6/60qDTnKdkFpgLkmfIQpYpyvq7NbsPpktNe9db1HgCQHJHsPMOnzFyGAlMBtAqtc0NPADhfdh7Os40lNY5HLcdXAgliw2Kdr2uymlBUWQSlVIkEbYKz3VXjVedE39rq9Tge1Y9HKCOcx8Fqs6LMUgapRIoYtesXSJm5zHkquq9/r5rvo5KpnDvC2+w2mKpM4oalmlhxoniVGZvCwjx+3r4K16Kb1YpyhQrG4mMoLz/jdUr8kMQhmJImLoqbb8rH3T/eDavdip3Tdzrfe+G+hdicu9nre65LQYVrzptWoUWkMhLhinBUWCucP3+DEwdDJVN5zg2qMVzmPlG6trOcFty4wOu+vvF90Te+r9f9RNTEdB3E+ZeDHxGDUklWdbCqDlfuq+Ef+pe4kG27Xp5rXUX4OSE/xNZvZJhqbtUfbkKVGUuidZAIAoTqD8Wl0VGudoffqfNlDvzPAcgghqmPj3+M1edXY/ag2Xig9wMAgPOl5/H4usfrXd66u9Y5zyb54vQX+PTEp3ikzyPOIY58Uz4eWPNAvV/335P+jV6xvQAAP5z7AYsPLsYd6XfgteGvARBXJr73Jz9PQXezbNwyjOgg7ui+/uJ6/HnXnzE6eTSW3OTayPquVXfB6msCug9vjnwTt3cVJ0rvubIHz256Fv3i++Fft/7L2WbmzzORb6plvaI6uP8bHS86jvv+e5/X2j2Prn0UJ4tP1ut13f+NLhku4bbvb4NWocXuGbuB3x+AYCzEHzY9DthcG7y+Ee+2t+WBv9b6ugqpwhmm1HK187Rti83iDC8dIjqgs66z1ynwvhZRDFeGIz7MtWyEVCLFjune6xJNTZuKqWlT63UciChESSTiEjAxXTyXWXAoyRK/5p8QL/s+FG/HdBVD1bg/e5+A4xCC6zcyTDW3qBTg9wewM3sTjh/6m9fDnTXtEaGKhFD9QeU+hc19MTf3HookbRJ6xvT06N0Ik4ehe3R3j+c4rtecFud+232II0Ydg866zh5ryMilcnSK7OSzNl/1ug/BaBVatNe2h07pGhKRSCRI0CR4Pk/wfB2P76X6fdxfVylTIkYdA22NCehRqihY7VavGmu+j/t97q8rk8oQJg+DWua2/xiqe4Nkap+vK3i+MAB4nVoulUgbvEO736JSsNOYDaNbkHKIC4tDfFh87cFHGY4eMa7FIsMV4fh28rcIV4R7/Jy8POTl5q2fiFq/2xaJm2tn76qe1L4DuHpMXFKmLAe4daGr7ZEvxTPLO40AYtNCcv1GTkCvoTm2k3FsG3Cy+KTHejBSiRQ9Y3o2fLsAapW8wl8t90kgcQ77CoKAKnsVBAhQypT8eSOilqmiVFxHrzQbGPKo6/6lI11r8WnjxaHBrC3Xfr0mONHG30zQzH8iEwDsvLwTx4uOey2sZxfsOF50HDsv7/TxTGqLJBIJJBKJsxdLKpFCJpVBJpVBLpVDLpU7g5SjvUKmcA7D8eeNiFqksCig282eQUoQxIVFO40EZCpxzUF/glSAMUw1M0EQsOTQklonUwNiD8OSQ0u8huKIGoI/b0TUqkgkwJg5wEOrgTk5wENrxAnuIYZhqpnVZzNLosbizxsRtVpylXhG4ID7r902wDgBvZkFfDNLatP480ZEFHgMUwEQ1M0sqc3hzxsRUWBxmI+IiIhaDsfixHWRq8R2AcKeKSIiImo5qtdv5AroRERERA0VlRLQsHQtHOYjIiIiagSGKSIiIqJGYJgiIiIiagSGKSIiIqJGYJgiIiIiagSGKSIiIqJGYJgiIiIiagSGKSIiIqJG4KKdNQiCAADQ6/VBroSIiIiCyZEFHNnAF4apGsrLywEAKSmhs7IqERERBU95eTl0Op3PxyXCteJWG2O323H58mVERERAIpE0+evr9XqkpKQgJycHkZGRTf76rRWPW8PwuDUcj13D8Lg1DI9bwzXnsRMEAeXl5UhKSoJU6ntmFHumapBKpUhOTm7294mMjOR/mAbgcWsYHreG47FrGB63huFxa7jmOnZ19Ug5cAI6ERERUSMwTBERERE1AsNUgKlUKrz66qtQqVTBLqVF4XFrGB63huOxaxget4bhcWu4UDh2nIBORERE1AjsmSIiIiJqBIYpIiIiokZgmCIiIiJqBIapZpKZmYl+/fphwIABOHTokM92H3zwAYYMGYKBAwdizZo1AawwNPl73ACgsLAQSUlJ+OabbwJUXejy97gpFAqMHDkSI0eOxP333x/ACkOXv8fu0KFDGD16NK6//nosWrQogBWGJn+O29WrV50/byNHjqxz0cO2wt+ftxUrVmDw4MEYMmQI1q5dG8AKQ5e/x+7555/H4MGDMXz4cOzatSswxQnU5LZt2yaMGDFCsNlswoYNG4QxY8bU2q6oqEjo1auXUFVVJRw/fly47rrrAlxpaPH3uDlMmTJFSE9PF77++usAVRia6nPcunTpEsDKQl99jt2QIUOEvLw8wWw2C5mZmYLdbg9gpaGlvv9XBUEQ9u3bJwwbNiwA1YUuf4+bwWAQkpKSBIvFIuTk5AhpaWkBrjT0+HvsTpw4IaSnpwt2u124cuWKMGDAgIDUxz8TmsGaNWswefJkSKVSjBkzBvv374fFYvFqFxERgS1btkAmkyErKwtRUVGBLzaE+HvcAGDZsmXo0qULhg8fHuAqQ099jpvJZMKYMWPQq1cvfP/99wGuNPT4e+yysrJQWVmJJ554AoMGDUKfPn2aZbuplqI+P3MOX331Fe6+++4AVRia6nPcZDIZKisrYTQauVwC6nfsBEGAzWaD3W7H8ePHUVFR0ez1MUw1g4KCAsTExAAAJBIJIiMjUVxc7NVOoVAgLi4OK1euxLRp0/Dyyy8HutSQ4u9xO3XqFD755BPMnz8/0CWGJH+PGwDMnj0b69evxzfffIPMzMxAlhmS/D12V69excWLF/Hhhx9iw4YNyMzMRFVVVaDLDRn1+Zlz+Oabb3DXXXcForyQ5e9x02q1ePTRR9G7d2+MGDECf/vb3wJdasjx99j17NkT9913H8aOHYsPPvgAOp0OZWVlzV4f9+ZrBgkJCSgqKgIgJmS9Xo/Y2FivdiaTCRaLBQ8++CAGDhyIKVOm4Pz584EuN2T4e9y++eYbmM1m3HzzzTh16hT27duHtLQ0XHfddQGuODT4e9yMRiMeeughyGQypKWlIS8vL9Clhhx/j11UVBSSk5Odv8xVKhWKioqQkJAQ0HpDhb/HzWHv3r1o164dOnbsGKgSQ5K/x2337t3YvHkzzp8/j5KSEgwdOhTHjh2DRqMJdMkhw99jZ7FYcP/99+OVV16B2WzGokWLEBcX1+z1sWeqGUycOBGrVq2C3W7Hxo0bMXToUCgUCq92u3btwvTp0wGIGymaTKZAlxpS/D1uf/zjH3Hw4EFs3rwZt9xyC1577bU2G6QA/4/bnj17cM899wAA9u3b16aPmYO/x65r164oKyvD5cuXkZeXh6qqKsTHxweh4tDg73Fz4BCfyN/jVlpaCoVCAblcDo1GA4PBAKGNr6/t77EzmUwYMWIEzGYzVq1ahfHjx0Mub/5+I/ZMNYOMjAxkZGSgf//+kMlkWLlyJRYuXIj09HRMmTLF2W7s2LH4+uuvMXToUNjtdqxYsSKIVQefv8eNPPl73MaMGYMvv/wSgwcPhkqlwgcffBDEqkODv8dOqVTivffew6RJkyAIAhYvXtymz0yr7//Vb7/9Fps3bw58oSHG3+M2YcIEfP311xg8eDCsViteffVVaLXaIFYefP4eu6ioKLz44osYNmwYoqKisHLlyoDUx+1kiIiIiBqh7f5pRURERNQEGKaIiIiIGoFhioiIiKgRGKaIiIiIGoFhioiIiKgRGKaIiIiIGoFhioiIiKgRGKaIiIiIGoFhioiIiKgRGKaIiIiIGoFhioiIiKgRGKaIiIiIGoFhioiIiKgRGKaIiIiIGoFhiohC0smTJ2E2m/1uf+LECVy5csWvtnq9Hp988gkqKysbWh4ANPr5AGCz2TB37lxUVVX5bFNaWoo33nij0e9FRM2DYYqIguaBBx7A3/72NwDA6dOnkZWV5Xzsvvvuw4IFC7yek5ubi1OnTjkvpaWlAIBnnnkGb7/9tl/v+9Zbb+GVV16B0Wj0u9bt27dj0KBBzturV6/G0KFDYbFY8NZbb8Fisfj9Wu7++Mc/orS0FHK53OuxS5cuoaysDJGRkdi9ezdWrFjRoPcgouYlEQRBCHYRRNT2lJeXIykpCbt370ZaWhr+8pe/4OrVq3jsscewdetWzJkzBy+99BLi4+NhNpvxxBNPQKfT4c4770RFRQWSkpKwd+9ePPvss7jllluQnp6OPn36QCaTobCwEAkJCdixY4fX++7duxcjR45EWFgYoqOjnfdrtVps2bIFcXFxHu2/+OILfP7559Dr9fj1118xatQolJSU4N1338UTTzyBvXv34sEHH0RYWBiWLl1ar2Nw/PhxzJw5E/v374dcLseTTz6JH3/8Ef/973/Rt29fzJs3Dy+++CKUSiXKysowePBg7Ny506tGIgou9kwRUVCsWLECYWFhuOOOOzBjxgzcfffd2Lt3L5RKJc6cOYP+/fujc+fO0Gq10Gq1kEgkAACFQoEXXngBH374ISZMmAC5XI7XXnsNMpkMa9aswe7du5GSkoLHHnvM6z0vXLiAu+66C2+++SbKyspw4cIFXLhwAcnJyZg5c6ZXSLHb7bj55puxdOlSvPTSS0hNTcX777+Pzz//HDqdDna7HQCwfPlyZGZm1rt36s0338Trr78OuVwOg8GA9evX4w9/+AM+/fRTmEwmyOVyKJVKAIBOp8MzzzyDJUuWNORwE1Ez8u5XJiJqZkePHsWCBQuwY8cOpKenO+8/cOCAsxcmMzMTKpUKd955p8dza3am79ixA9999x3effddLFiwAKNGjUJxcTFmzpzp0W7Pnj245557cPvtt2P27NnO+7/77jvk5eV53Odw/Phx3HHHHVAqlc4wd8sttwAQg9Zvv/2GPn36ABDnPo0cORL/+Mc//DoGVqsVu3btwieffAIAKCkpQfv27dGjRw8cPHgQX331Fe655x6P59x7770YP348XnvtNb/eg4gCg8N8RBRwubm5eOaZZ3DkyBEoFArMmjULiYmJkMlk6N27N6ZOnYqDBw+iR48eyMvL83junDlzsG3bNuzZswdDhw7FE088geTkZNxwww0YMWIE8vLysGrVKmfIcZg8eTLS0tLw0UcfITIyElKp2DHvmOSuUqlgNBrx5JNP4i9/+YtXzdOnT8fIkSPx9NNPAxDDU/v27ZGfn4/s7Gyo1Wq0a9fO72Nw7tw5PP7441i/fj0AcZL5yJEj8eqrr2Lnzp2IiIiotY709HScPHmy1jlWRBQc/N9IRAGXnJyM77//HrNnz0afPn3w4IMP4o033sDChQvx1FNPOYNFcXExevbsiZiYGOf8p/nz5wMA4uLisH37dgBAQUEB5s+fj4qKCqSkpGDp0qW499570aVLF7Rv3x4ymQw//PADJBIJPvzwQ2zcuBFpaWledf3+97/3uJ2fn4+BAwdCqVTi8uXLOHbsGJYtW4bS0lJ8+eWXkEqlqKysxFtvvQW9Xo/PPvvM72OQn5/vEb6ioqLQsWNHPPTQQ3j99dfRtWvXWp8XFxeHwsJCJCYm+v1eRNS8OGeKiAKuvLwcS5cuxbFjx7B161asWrUKL7/8MsLDw/HHP/4RxcXFOHDgABISEnDy5EmPieTjx4/HyZMnYbPZcOzYMXzxxRfo2bMn5HI59uzZg82bN+Pmm2/GP/7xD8yYMcM5LOgYpnP0SAHAZ5995jUc6P54u3btcPHiRajVamzbtg3fffcdDhw4gJycHIwYMQLp6enIysrC/v378cgjj9TrGGi1WhgMBo/7Vq9ejStXrqC8vBxarRZdu3bFO++849HGYDAgPDy8Xu9FRM2LYYqIAq6yshLbtm3DpUuXcOrUKezbt8/5mEKhgNVq9WhfUVHhcV0ikcBsNmP58uXo168fvv/+e3zwwQcYMWIEBg8ejLlz50IqlWLr1q1ew2HuMxtOnDjhEZ5q8/e//x39+vXDoEGDMHr0aOTm5qK8vByCIGDAgAHYvHkzSkpKMHr06Hodg5SUFI+lIAAx8NntdoSHh2PZsmX485//jMWLFzsft9lsDFNEIYhhiogCLj4+Hp9//jluvvlmPPbYY3j99dedj3399dfo27cvBg4ciLy8PPTp0wd9+/aFzWbzeA2NRoMlS5agd+/e0Ol06Ny5M/bv34/9+/djyZIlXr0+Du6LY27btg0jRozweLxmkDtw4AC2bduGPn36oKCgAJMmTcKgQYOQl5eHG2+8Ea+88gruu+8+Z8+Xv6Kjo6HRaLwC1RdffIHp06ejuLgYI0aM8HjdrVu3IiMjo17vQ0TNj2GKiILKbDbj0UcfhV6vBwDMmDEDp0+fxr59+xAfH49jx47ht99+g0wmcz5HEARYrVbMmzcPH330Ua29S77CzaxZsxAVFYWffvoJ+/fvx5QpU7BmzRqYzWZMmTIF48aN82j/6aefIjc3F8eOHUNSUhIWL16Mt956C1KpFF26dEFhYaHXGYf+mjVrFt566y2P+65cuYL27dsjKioKv/76q0dP2vz58/Hoo4826L2IqPkwTBFR0Fy+fBn/7//9P8hkMjz11FMoLCzE3Llzce7cOVitVqSkpHi0P3jwIHJycjBq1CgMHjwYCQkJ+N3vfge73Y4DBw5g0KBBGDRoEB5//HHnGlA1Pfvss1i0aBHuvvtuLF68GFqtFi+//DI6d+6MY8eOYdiwYc62Z86cwZgxYzB8+HCMHTsWV69exWeffYZff/0VR44cwYwZM3D77bdjyZIl2LJlCx5++OF6ff8PP/wwDh486Dyj7+jRo87hwlmzZuHhhx92vubHH38MrVaLMWPG1Os9iCgABCKiIBk4cKCwbNky4fvvvxcef/xxwWQyCe+++67QqVMnITo6Wujdu7fQrVs3ISEhQThz5oywY8cO4a9//atw5coVj9fZt2+fcOONNzpvb9q0SZg0aZLzts1mE+6//34hISFBUKlUwp133ikcPHjQ+bjdbhe+/fZbIT09XUhMTBSOHDnivD8vL8/ZLjY2Vjh37pywYsUKoWfPnsKxY8cEs9ks9O/fX+jevbswZ86ceh+Dc+fOCQMGDBCsVqvPNkVFRUL//v2FoqKier8+ETU/rjNFREFjsVicK3zXVFxcjLy8PJhMJgDAwIEDfb6OzWZDRUVFnROz9+zZg8uXL2Ps2LHQ6XS1trFarfj+++9x99131zkHqub7XbhwAX/4wx/w/vvve2xR4y+z2QyVStXoNkQUHAxTRERERI3AOVNEREREjcAwRURERNQIDFNEREREjcAwRURERNQIDFNEREREjcAwRURERNQIDFNEREREjcAwRURERNQI/x/7KJhYgqPVPwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 600x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "plt.rcParams[\"font.sans-serif\"] = [\"SimHei\"]\n",
    "plt.rcParams[\"axes.unicode_minus\"] = False\n",
    "\n",
    "# 设置全局参数\n",
    "plt.rcParams[\"font.size\"] = 8  # 设置字号为8pt（大于六号字）\n",
    "plt.rcParams[\"savefig.dpi\"] = 600  # 设置分辨率为600 dpi\n",
    "plt.rcParams[\"savefig.transparent\"] = True  # 设置背景透明\n",
    "plt.rcParams[\"savefig.format\"] = \"tif\"  # 设置保存格式为TIFF\n",
    "\n",
    "# 创建图形和子图\n",
    "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(6, 8))\n",
    "\n",
    "# 第一个子图的数据\n",
    "x1 = [0.3,0.5,0.8,0.9]\n",
    "y1_ecmp = [0.6737, 1.2245, 1.8674, 2.2202]\n",
    "y1_p4ecmp_t = [0.7271,1.2238, 1.9384, 2.2053]\n",
    "y1_p4ecmp_f = [0.7305,1.2237,1.9384,2.2053]\n",
    "\n",
    "\n",
    "# 第二个子图的数据\n",
    "x2 = [0.3,0.5,0.8,0.9]\n",
    "y2_p4ecmp_f = [0.0145,0.0144,0.0195,0.0213]\n",
    "y2_p4ecmp_t = [0.0165,0.0168,0.0204,0.0131]\n",
    "y2_ecmp = [0.0238,0.0181,0.0311,0.1306]\n",
    "\n",
    "# 绘制第一个子图\n",
    "ax1.plot(x1, y1_ecmp, linestyle=\"-\", label=\"ECMP\")\n",
    "ax1.plot(x1, y1_p4ecmp_t, marker=\"s\", linestyle=\"--\", label=\"P4ECMP_T\")\n",
    "ax1.plot(x1, y1_p4ecmp_f, marker=\"^\", linestyle=\"-.\", label=\"P4ECMP_F\")\n",
    "\n",
    "# 设置第一个子图的标签和标题\n",
    "ax1.set_xlabel(\"链路负载 (%)\", fontsize=10, labelpad=10)\n",
    "ax1.set_ylabel(\"流完成时间 (s)\", fontsize=10, labelpad=10)\n",
    "ax1.legend(loc=\"best\")\n",
    "# ax1.grid(True, linestyle=\"--\", alpha=0.7)\n",
    "\n",
    "# 绘制第二个子图\n",
    "ax2.plot(x2, y2_ecmp, marker=\"*\", linestyle=\"-\", label=\"ECMP\")\n",
    "ax2.plot(x2, y2_p4ecmp_t, marker=\"s\", linestyle=\"--\", label=\"P4ECMP_T\")\n",
    "ax2.plot(x2, y2_p4ecmp_f, marker=\"^\", linestyle=\"-.\", label=\"P4ECMP_F\")\n",
    "\n",
    "# 设置第二个子图的标签\n",
    "ax2.set_xlabel(\"链路负载 (%)\", fontsize=10, labelpad=10)\n",
    "ax2.set_ylabel(\"丢包率 (%)\", fontsize=10, labelpad=10)\n",
    "ax2.legend(loc=\"best\")\n",
    "# ax2.grid(True, linestyle=\"--\", alpha=0.7)\n",
    "\n",
    "# 调整布局\n",
    "plt.tight_layout()\n",
    "\n",
    "# 保存图像\n",
    "plt.savefig(\"network_performance.svg\", dpi=600, transparent=True, bbox_inches=\"tight\")\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "plt.rcParams[\"font.sans-serif\"] = [\"SimHei\"]\n",
    "plt.rcParams[\"axes.unicode_minus\"] = False\n",
    "\n",
    "# 设置全局参数\n",
    "plt.rcParams[\"font.size\"] = 8  # 设置字号为8pt（大于六号字）\n",
    "plt.rcParams[\"savefig.dpi\"] = 600  # 设置分辨率为600 dpi\n",
    "plt.rcParams[\"savefig.transparent\"] = True  # 设置背景透明\n",
    "plt.rcParams[\"savefig.format\"] = \"tif\"  # 设置保存格式为TIFF\n",
    "\n",
    "# 创建图形和子图\n",
    "fig, ax1 = plt.subplots(figsize=(6, 8))\n",
    "\n",
    "# 第一个子图的数据\n",
    "x1 = [i / 20 *100 for i in range(1,21)]\n",
    "y1_ecmp = [6.006433333333333, 5.976299999999999, 5.92595, 5.998016666666667, 6.0004333333333335, 6.001200000000001, 5.957000000000001, 6.000183333333333, 6.000633333333333, 5.99715, 5.9934666666666665, 5.96415, 5.997383333333334, 5.9868, 5.997366666666667, 5.9923, 5.934533333333333, 5.998366666666667, 6.178433333333334, 6.514650000000000]\n",
    "y1_p4ecmp_t = [4.006316666666667, 6.0051, 6.001733333333333, 5.99745, 6.0008333333333335, 6.002399999999999, 5.988266666666667, 6.001033333333333, 5.9985333333333335, 6.000766666666667, 5.999466666666666, 5.9695333333333345, 5.999633333333333, 5.997800000000001, 5.999816666666668, 5.9998000000000005, 5.99975, 5.972683333333333, 5.980783333333334, 6.238500000000001]\n",
    "y1_p4ecmp_f = [6.010666666666666, 5.99635, 5.997466666666667, 5.9943333333333335, 5.97365, 5.994983333333334, 5.993883333333334, 5.997416666666666, 5.975033333333333, 5.9209, 5.967433333333333, 5.9614, 5.996716666666667, 5.9135, 5.992933333333333, 5.994549999999999, 5.755733333333333, 6.036583333333334, 5.1320500000000004, 6.25125]\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "# 绘制第一个子图\n",
    "ax1.plot(x1, y1_ecmp, linestyle=\"-\", label=\"ECMP\")\n",
    "ax1.plot(x1, y1_p4ecmp_t, marker=\"s\", linestyle=\"--\", label=\"P4ECMP_T\")\n",
    "ax1.plot(x1, y1_p4ecmp_f, marker=\"^\", linestyle=\"-.\", label=\"P4ECMP_F\")\n",
    "\n",
    "# 设置第一个子图的标签和标题\n",
    "ax1.set_xlabel(\"链路负载 (%)\", fontsize=10, labelpad=10)\n",
    "ax1.set_ylabel(\"流完成时间 (s)\", fontsize=10, labelpad=10)\n",
    "ax1.legend(loc=\"best\")\n",
    "# ax1.grid(True, linestyle=\"--\", alpha=0.7)\n",
    "\n",
    "\n",
    "# 调整布局\n",
    "plt.tight_layout()\n",
    "\n",
    "# 保存图像\n",
    "plt.savefig(\"network_performance2.svg\", dpi=600, transparent=True, bbox_inches=\"tight\")\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "p4dev-python-venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
